{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.8.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import poppy\n",
    "poppy.conf.autosave_fftw_wisdom = False\n",
    "poppy.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "RADIUS = 1.0 # meters\n",
    "WAVELENGTH = 460e-9 # meters\n",
    "PIXSCALE = 0.01 # arcsec / pix\n",
    "FOV = 1 # arcsec\n",
    "NWAVES = 1.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using ZernikeWFE to introduce astigmatism in a PSF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "coefficients_sequence = [0, 0, 0, 0, 35e-9]\n",
    "\n",
    "osys = poppy.OpticalSystem()\n",
    "circular_aperture = poppy.CircularAperture(radius=RADIUS)\n",
    "osys.add_pupil(circular_aperture)\n",
    "zwfe = poppy.ZernikeWFE(radius=RADIUS, coefficients=coefficients_sequence)\n",
    "osys.add_pupil(zwfe)\n",
    "osys.add_detector(pixelscale=PIXSCALE, fov_arcsec=FOV)\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.subplot(121)\n",
    "psf_with_zernikewfe = osys.calc_psf(wavelength=WAVELENGTH)\n",
    "poppy.display_psf(psf_with_zernikewfe, title='')\n",
    "plt.xlabel('arcsec')\n",
    "\n",
    "plt.subplot(122)\n",
    "img = plt.imshow(1e9 * zwfe.get_opd(WAVELENGTH), extent=[-4, 4, -4, 4], cmap='RdBu_r')\n",
    "plt.xlim(-1, 1)\n",
    "plt.xlabel('meters (in pupil plane)')\n",
    "plt.ylim(-1, 1)\n",
    "img.set_clim(-100, 100)\n",
    "cbar = plt.colorbar(img)\n",
    "cbar.set_label('OPD (nm)')\n",
    "\n",
    "plt.savefig('./zernikewfe_astigmatism.png', dpi=150)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using ZernikeWFE to analyze a variety of possible PSFs given a WFE budget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "wfe_budget = [0, 100, 100, 50, 36, 36]\n",
    "\n",
    "def generate_coefficients(wfe_budget):\n",
    "    coefficients = []\n",
    "    for term in wfe_budget:\n",
    "        coefficients.append(\n",
    "            np.random.uniform(low=-1e-9 * term, high=1e-9 * term)  # convert nm to meters, get value in range\n",
    "        )\n",
    "    return coefficients\n",
    "\n",
    "possible_coefficients = [generate_coefficients(wfe_budget) for i in range(5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (row1, row2) = plt.subplots(nrows=2, ncols=5, figsize=(20, 6))\n",
    "\n",
    "for idx, coefficient_set in enumerate(possible_coefficients):\n",
    "    psf_ax = row1[idx]\n",
    "    opd_ax = row2[idx]\n",
    "\n",
    "    osys = poppy.OpticalSystem()\n",
    "    circular_aperture = poppy.CircularAperture(radius=RADIUS)\n",
    "    osys.add_pupil(circular_aperture)\n",
    "    zwfe = poppy.ZernikeWFE(\n",
    "        coefficients=coefficient_set,\n",
    "        radius=RADIUS\n",
    "    )\n",
    "    osys.add_pupil(zwfe)\n",
    "    osys.add_detector(pixelscale=PIXSCALE, fov_arcsec=FOV)\n",
    "\n",
    "    psf = osys.calc_psf(wavelength=WAVELENGTH, display=False)\n",
    "    poppy.display_psf(psf, title=\"PSF #{}\".format(idx), ax=psf_ax)\n",
    "    psf_ax.set_xlabel('arcsec')\n",
    "    img = opd_ax.imshow(1e9 * zwfe.get_opd(WAVELENGTH), extent=[-4, 4, -4, 4], cmap='RdBu_r')\n",
    "    opd_ax.set_xlim(-1, 1)\n",
    "    opd_ax.set_xlabel('meters (in pupil plane)')\n",
    "    opd_ax.set_ylim(-1, 1)\n",
    "    img.set_clim(-300, 300)\n",
    "    cbar = plt.colorbar(img, ax=opd_ax)\n",
    "    cbar.set_label('OPD (nm)')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('./zernikewfe_wfe_budget.png', dpi=150, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Understanding the normalization employed in POPPY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "osys = poppy.OpticalSystem()\n",
    "circular_aperture = poppy.CircularAperture(radius=RADIUS)\n",
    "osys.add_pupil(circular_aperture)\n",
    "\n",
    "thinlens = poppy.ThinLens(nwaves=NWAVES, reference_wavelength=WAVELENGTH, radius=RADIUS)\n",
    "osys.add_pupil(thinlens)\n",
    "\n",
    "osys.add_detector(pixelscale=PIXSCALE, fov_arcsec=FOV)\n",
    "\n",
    "psf_thinlens = osys.calc_psf(wavelength=WAVELENGTH, display_intermediates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4r5h6zmUa5qK2rUzDXM/OWKI0/TxZa99v1ra9zwqREu81xvy5fa4D8APGmDuljOVNg2gyt1W00MuD6HM6Z38/oL/Vg/IsraLJ/j5UO17Q9wdm5xuYStFs8QQHp2i+bbgdmv+vAPfXbaszYL+0r8+e4byngL81pR3Hxpj/cZ33/W677U8ZYzpo8q/ybTkHnJba2wM8cJVrD9EXrsRuPm6jBUdeZYx5GNUY/r6IvBhARN4pV0a9lJ93ztivaXyEvRrvZwIXjDGz+AtuGUTkq1FT2pftozE9habSrT/rtjHmL9aOudEVjb+EvgO/YrXL+r1fOnXvyM6C9kNJ/i+iIv/fqG2bm3wOj5ejSsH70ecxQUt4ls+jY4x51B47/R6sowrLo7Xju9ahDFfnm+lr7UnRbPEAB6dovm245eRvjPkY8G+AnxJ1ggYiEonIXxORV894mX+PpkF9sXW2nRZNezyNH0GdQI/CrhPo/y53WufLaw7R/DaqJW+JyGnUBljit9CX75tFQ/S+hMr+uB9+F/hK64T6YmrRHiLyMhF5xAqSMr1wDmCMeamZinqpfV5au4YnIhGqvbh2jA+a6f0E8HUi8ukisogWRH/zIcblpkNEnoe+N19ljNlPczpsKt3rgjHm+9A0vL8iImWRlsOmYX43ahb7AtTcA/D7wLOA/405+c8M6yf5KtTH8r1Gq6idQwX1D4pIx3LEs2t+qAuoAhrAbjGWNwI/ZGf3WE4p/UVX45vplNTvQFMuf6X9DX458OloKuZjhdsVZvTNVBV3tlAb6v+JOuyuCess/hrUjreNOtGusOMbY/4L6sj5adEIjw+jtsASZ6h+fLPgu9CamduoU+fnavdKUMfyK1BT0JfX9++Dv4tq9WUlnrfX9j0HzTPSR4XKvzGHjzf/x6g282p0hjKy2xCRB+xM4QHb9l8Evg/4NXSK+gRw3MLm/j5av/Tn9pnxfLs5ZCrdG4HRNShvB/67dfAdKg2zMeaP0brA54wxW3ZbgQqwDlokflb8w6mxWL+uTt15+D0R6aMptl+J2uu/s7b/b6A1dP8A/T3+LJW5+VfR2e752nh9m73Wey1X/Hds+c1r8M10SurLaKnFV6Em7n8IvMwYc+yeyz2b20dE7gfeZoz5/GsePMccc8xxl+GeJf855phjjnsZxzK3zxxzzDHHHDcXc/KfY4455rgHMSf/OeaYY457EMc2WZmI3BHOiOc///nXfe6HPvShI2zJTcW6MWb1KC4UBIFpNBrXPvA2w98eXfugA5B242sfdAywvb19ZM8VoCNiVtDl6QlaUdyn0jBNbZ+HhuK4VAtlCjRWOrXbfHucQ+0gozHP5bHGXqP8iIA4eni54sbYfwxgitrftXYdBKl9i/2jvD5Sa1bt+sZUsdm5Pa/shzvVl3qfzXSf7bbcjllmx8yfGrMUXdRQ7lsHdoyprzfaF8eW/I8jboVzfO8asWODI8s/0mg0eNGLXnRUlzsSnH7s9/fZurDPthmxfeWmsy/7jOu/3k3CY489dqR5ZVaAv4OuiHoOGldZivkhugryGTS++j50CbiLklofXWq9iS6LPoHGvPo2NWKWwKDQuOgNlByX0KfU9CBsgu8rMZsC8gzyHJIRJBmMUYIc2/uVS7EdqqW8dTNIgZKumTrWMxDlKtgiIPAgiMF1wfWq+6cpTAYwyKo2F2WbDTQd8GzS9HSsi3kuoosGFtEVny2UoHM7Pufs2J46YGw/Zsf238zwrGBO/tfErY6Gqt/vmAqCuwL7E/6tud9xFARHgZQrid+gxHUW1UifjRJ7EyXdMUr4Z1ECfgQlyDgA14dsAqNMjymXm6+hpN+IIGqAY1k7z2qki5LiGCVPH9WM2yhxByhZe6GeLw44tZ9bYZTEi0LbkGeqfZcCZMv2180g6mlfm1RCyPfBX4BGAe0hLI/1nEv23OUCFscQW8G1lEKcaPueRhccnEYFQYQKQte2+xP23qdRAdGgWsDwMbtvFszJfx8cl/DXuSA4Wtxqwj8Id6sgSLiS+HuoQOihKTNXgdjuG6Da7nl01nAfe7X94UAnUZdQQltBs0K2mhCESt6mgGQC4wH0CxU0I5Qom+X9HIia4Pngh5WG7lgTzrVgikoY5BmkE8hSveeoUCGzYdsZD5SQW/aeQQjNjgqp1gQWBirESiGwmkE3gyhSYeaPdXzOoWmKx6iwbFDNlDxUAOSopt9mrwBIZnxec/Kv4biQ/n4o2zYXAofHcSH9/VC27W4QAiFXEv+TKMk/ByXuyO7bQQluEyWwE0Crpu3vZEqSm+hMYBVoW03f9ZSERwMVEDtUGQhb9vhWE6JYNXvXU7NMHbuEbtXkoqi2lwKhnFHsCgpfBUhoXTr5krYjm8B4BP2BtuMycLmAdg86PWhYIRDb78YQFsYqAJ5CBdbyGDq1WUCQqBAokxSVgjG2Y+Wis4Mn0cRBdQEwawm+OflzvEl/GnMhMDuOM+lP424QAj5XEv8I1fiXUZNFjmrzT6Pa/COoRh9ZbX80UI34PEpwDwFLHsQtJfGi0GP6dlbQRwXKCtAJVMsubfAliZtCNfW61p5aU05WVPb9ekrW0jnrAJ6j9/bDvbMH1wU3tMTegs6S+hgGO7CTqFB6CmgNoDuoZiyNFoQRNPvQybSvTwAnM1jIdF/bzgJCO45PAPejuUoiVBg67C8A/Bmf1z1N/ncS6U9jLgQOxp1E+tO4k4VAaUHpo6Q3oCL+CCX7LZSsXNT+v4Rqu3kKw0S14XWUzE8AnbYSJqh5p9/T2UAf1YJP22Pilh5XEn6eQzZSMh4PYZKoBl1GCJVO3vJTRtA4qBAoHb0pMC4gT8AkVeROCISBzkSCGLxABYPnW0EwgVEfdnpqEjqLCoHFAbRsn1oLEEyg0VPz11OosFwdQyPQGcPaQNtWCoAHUH9HZMcV4I/tuaUAmDV+/0jI32alfD06jj82nXveJhB7C9puF3i1MWbW/NhHjjuZ9Kdxi4TA80Tk1cf9uR4V6TtAy3MIHCF2BVeEwBFcAbc2zrkx5AaSwpAbwyg3JIWhnxV7tMjrwc0WAhcvXgR9rh9nn99sCRH5UrR4zucaYz54resOUaLrsdfUk6Ck/QRK2g8AC44SZ2nmOY+S3wPAigeNjmrYWaLa9Fah1yhJv9utSB8q+/9koMePCiV8qGYlodW+/VAJ25HKBzCN0sZfGG1DOqmuPwT6iXYs3FK/QrNTOXzDWD+NDnT7sL2tQuApYLGntv9mR49Z8iHagUamYzcGTibQKfR6yyNwCxUAn0QzypWO4GV09vQxO+5XyyE/jRsmfxFx0eycX4TO5j4gIr9gjPmD2mH/GPgZY8y/FZFPR9OePnSj974e3E3EX4cx5mYKgI8AX3Gcn+uNEL8DdH2Hru8Su0LTdYhdIXYdfFdwAxfXdxFXx9dxhSLX98jkhjzNyZOcNDeM8oJRbhjY7+00Zzu9fmFw+rHfP3IBYIzhwx/+MKjS+AL2/80iIm00A+/7rrzKPtdF7fjr7DX1pFTE30DJa8FG2iQjJfVnUIJ+GFi09npQE8+2dZIWaAjkYltJtST9MqRzsAODsQoQQR2+3aba2qOGkr3rW7KXyqY/C4oyfj/TWUqW6Iyi9DtsF7C1BfEWNKPK/BTUzUI7sNnT2U2/gOUtbV8U6yzAG0E40LF4EjiVwUKh11magJNVKXdBZ02BHeccfZg+sxcLOArN//OAj9uyeYjIT6OFFeovkqGqDtVF+3dLcbeSfh03cRZg0Dq3x+65Xi/p+wKroUfXd+h4lvibPn7s4dtvL/JxAwfHd3EDF8eSv7iCseRf5IY8ySnSnDwpyMYp6SgjHej3aJCynebsZAXbacGlSUZ6yFfxqGcBW1tbNJtNhsNhYoxJDvjNArwWTfX9rbNcN0VfgGejNukIJaUt9if+yaAyiXRRZ2W3q2SZZ9Dfgo1CbftdYDWAznJl3slzvUZ/S2cOGdYh2lTyjZt6H8/fS/QlkWep/l3kdnFWTUJLGf7pVqGgIlbgWKHTXNBrZBMVAoMd6A1gfQxb1oHbWqjNNpZVCLQuw6XEznQGsDTS4+Km9S1sqxB9EsgLWBroNRYAagLAoTIBreou/oRbG+p5mr1lyZ7mylzmr0Fznf+/qEB+yX4XEpGvRwsbHynuBeKv4ybNAo7kucbx0a1+vR7i73gOq6HLou+yGrpE7ZCwExB2QsJuiBd5BM0ANwrwogAn8HB8DzfwEcsg4jqYXJnCFAV5klKkGUWSkY0T8nFCMkjIxhmT7QlLOxMmOwnj3oRLE4/NNOfSRAXCYft7FAJgNBoRlR5WxRXPVkQ+GzhjjHlMRA4k//qz7VBF7pThnNsoicVcSfyXUGGxii5cai2odp5MoLetC55ybLz7AjS66mQ1hdrTexsV6beB7lJleqkTflFUTt4s0bUA2US/86wi/yv6Zsnf9dSU44X2O1CzkeNWmn3UgvaS2vQHO7C9ARsZ7KxDZ0v3RQ1r5rkPom1obVkBUMDaBrSt4FtcAH9Lx+YpOwarUwLgcTuugpqAyigga4maCUdB/vuxzDTbfgVatPgHReTzgbeKyPNsAYvqJGN+FPhROLr0Dvca8Ze4SQLghp/rwsLCkTyQwxL/ou+wGnqshS6LrYB4MSJaiIgWI6JuiN9u4Dcj/GaM34xwowDH9/CiAPEDcBzEcfUXX6LIMUUORYFJE7JxQpFm5OOEdDAmHYz0uzdkvD1hvDmmszVmtDlms59wYZJzaZKxmc4uBG6GGchi97mIiIMWLnnFNU+qPdszIuY+VAsowzmfRp1BD7A/8Z8ETjpK/I4DkxFc7qnpKAbOeNBdrcIrk4lq+psD1XDbwOKKdZ7GSvqghJ9M1Bw0sU7fdAJFpqTu2oVYQVP/ri/0qi/w2jXxjCDf0e2Ojfwpyby8766Jp62RP/0t2FxXIdC7qOas1oIe017S86JLcN7a+le2Ybld7T+9pbb+cjpdFwAPZGr/L8e3Y8f9PmYn9aMg/6dRgV/ifq6c/n8d8MUAxpjfsuUFV1An903DvUr8JY5YAByb53oY4u94Dqdjj7XQY3EhornWIF6MaKw0CBda+O0GQaepfzdjJGoiQYSEkX4HEeK64PkHk3+WYvIcPxljkjFmYr/HA9LBiMlWn2RnQNobMtnqM1wf0tkcs3JhyObWmAuTjLOjbOaZwI0KgDiOGY/H9U3Tz7YNPA94l31/TgK/ICJ/5WpO3wCNsxc00uccStDPRp27+xH/KevYdRwY9uHyWE1BS8Ba284GfDXxjHqwtVFF+pxYUJKM21Ucf5Yq4Y8GOjtIRkrqUUNNRlGNrF2vIn7Y6/Qt1ZdSAORZde3xSPuxc1mPC2I158TN6tqer0Td6OgMZWMLLlr/wIJtczkLCLbggo34yXqwnGo4aGsBTu0A2T4CoIAHCjXznEOJvGnHP5jpLTga8v8A8BwReRYqwP4a8JVTxzwJvBh4s4h8GmqmunQE9z4Q9zrxlzgiASAck+c6K/H7Aqdjn1ORx2o3pLXWpLnWpLHcIFruEC60iZY7BJ0m0mjjNDs4jTYSxkjUwAljjOtjHA8cD+O4mANCQqTIkSLTT55STEaY8RAzGeEOewSDHcywR7IzYHx5h3i1x/jyDo2VIY0LA7oXBixuT3hmnHF2lM7kE7gRAdDtdhkMBgCBrWO759kaY7ZRIQ5orWvgW68V7VOGTY5RItukStcQxEqcG+wl/pZNoTTYUTv4tt23ak044lTa/sZAnb4rESyu6f5S089SFQ6DHSV9UMJfPq3EHMaqrfvBXmdvmYvnINT3l76C1Eb+TEZ6r+G2CoKdy3qvZkfJ3fO1f1FTTVabF2BjDOMNdeCWs4Dusp05bKgZKB/DaqHXaS3AqS12BYCLRv8EsfoCUjTWv1xgVxbtngU3TP7GmExEvgn4b/a+bzLGfERE/inwQWPML6D1LN8oIn8PnRG+wtxEdp4T/14cgQB4FHjt7X6usxL/ou/wrGbAfbFHa61J5/42jZUG8eoC8YlFwoUWweIiTnsBp7WgxN/sYLwQ40UYPyRzAyV9qxoax6u8gCWsl1CKDIoCyVMoMiRPkHSCk43xsgnFYIdisIPb3yJc2SLZ3GSy1Se6uEm8uEVjJSZfdIZEAAAgAElEQVR6usfihQFLgcsnB8lMpqDrFQCO4/Doo4/ygQ984FOAj7L/b/bQENT+vomS2BlUgoRNtbFvFaodrqKmnoYNFRjswMVENfrTwMpKtW/Uh+11PbcBrJ6wJpNICbxMs9Df0mNdXzX8Zrci/f0cvnlu7f3W0Wutd7Ux0kmeOPp3GSHkuuDGOoNodiBbqoTAYNsKn2esY3ehSivRXtS2NDfg0kWdBSQj6K5UxzoOuOuqyZsETuzoPRodOLmlzt+zqCloaaLjujLQcNanqBy/s/7Sj20Zx+u1+R/X/hwH3IAA+JAx5gVH0YaFhQVzPVk9ZyF+B3hW0+dM7LNyokHrvhbtUy2aJ5eITywSL3fwllZwu8s47UWc1gImamH8GBM0lPz9iFw8ssKQFhrHnxdGF/0Y1fxKiNhl/4Br1wH4juA5gmsyJB0j2QRJhkg6QsZ9iv4WRW+TfPsy2cY6o8s7jC5uMji/Qe+ZPv1zfdYvDnlqlPLJQTpTiOj1zgAee+yxI3uuAM8VMd+DaqJd1MHbjpRctxOdJjaxi5GWlOymiX/5hJJh6dRdX9eY+iVPtfhS2y8KmAzVpDLYsaS/pCTa6KiGX5qC6mRfX+FrZfY14TiVnX96he9uUrlcZwTDHRt9tKHmomZH+xo2KmE12IHLZ9UX0ECFXdxSQTPqw+WLdlEYcMKuWi4K7WuZLuMBoBvoOb2xRv9sozOtVwN/dK+ldJ4T/9Vxk9cC3DTMQvyRIzzSCjgTe3RPt+k+2KV1X5fGiQUaJ5cJV5ZxF0/gLK7ithcpgiZ51N4l/gSPJC9IEkNW5KSF2RUAxkBWGAqji7lKuCI4omQvNeIvvwO3QRC3COKuCoB4hBN38LvLON1l3PYiXucigXU2B+0two5GHMVne8Suw8f7CePi6u/1TXQCHwoFVVqG+9BcPaArd8+jMej3UWm5w76aevYj/v4WrG+pWeNkG5bWNKKmJNA6wXaWVYMuY//rhJyMVTNPxuq4hVqqhkZl93e9fWYH2ZX2/pFNIuQFOvsIY/0uZwRBqO1oLeiMZeey+ghKwVTOAnwfggtwsQcX1mEls+GeLbty1woASUD6lQ/gvi0l+vOAn+iaglYA9yVVWuxZwwfuGvKfE/9suNMEwCzEv+g7PLsZcHoxYuHBLp0zbVqnV2ieXCY+uYK7fBJ38QRud5ki6pJFbUzYJHMjRlnBJDGMs4wkV7IfJjnjvGCS6cKt1K7gLYp9yN/RFcC+I/iuEHoukevQCFx8RwjcgsgTQrdFHHbw4i7FZIATdfHbizjdZZzuRYKF84QL6wSdBkHLJ+yEBE9sEznCn8xgBjoOAqA0+TyCTUHsq+P1Errw6mE0jt8LbFTPWLXV/Yj/4pbaEU8twcIJtd8XtRDP/pYev3payT+MK/JOrSloYtM7OHYlcX3hVV17382HUDeW5/Z7atawJ4Kor5p+YFfzRnZ1bxRXC7sabdi6CBvn9LxyFtDo6GzCuwjnN7S/sFcAFFYAuOMqoVy3C6e2NavnJcAbq6O5k6jX/uP2OcyCu4L858R/ONwpAmAW4l8LXR5q+JxabrD48AKd+zs0T6/QfmCNYPUE7uIJvNXTmEaXLO5i4i6ZGzHMCkajXMk/N/QmGcM03/1MsoK0MEyygiQvyAuz+ynhOrL7CVyH0HPwHSH0HBq+u/tphx6hK8SeIfYDGo0IL2xSBDGOH+M32kgQ0YgaeM1I1xX4ni4s+8QWrsDjw5QLk/wqI3H7BUCK5tpfQtMyZxNd4LWOmikW7WKnZKLhnBuoc7c0e5TEf2FLTWmnVmBhTc8pCiXarUtKwgtrsLCqtn3fOn1T6/Qd9ZWsvUDJttmpbO9OiJL9fqt76/K1xoylIzsooFlAUUvpXDqYexvavrilzl7ft4vMAiX7rUuwfUn7vrCq5B81NNrHceDcuvYbKgGwUkC+rtq814MVx64DaMLpQbV+wp/oeC+NdfzvmXz+c+K/Phx3ATAL8a8ELs9uBpw62aT7YJfug4u0z6zROr2Cv3Yad/kkztIaRbxIEXcxUYd+WjC0pD9MC7YnGf1JRi/JGKUFwzSnP8kYJjmjJCPJCpJMyT/bh/y9kvw9h8BziAOPRuDSCj0avkvsO7QDj1bo0Q09GpnDyDM0/IBWew3jqwDwghAnbuKEMa7v4UUhTuAhruAGDu75AblJWE+OrwAQ7AIva+4p8/WsoLl6olhJubetAmEJjeppdPZq/AKcOqHx/UGomnd/S6NlHBfWHqhi/x270rck4ixRTby7qlp31LCEX2e6AvWSFpU/AK5c4Qs1u77Dbo1Fx9NwysCaYsZDGPa0jf0t/X8pcHzriwitk3j9HKw/A4t5Fe2zsKb3e+bi3hlAo6NRP8mGjle4rWGiUQwrExja8Q0zXUMRB3Aimd3he0eT/5z4bwzHVQDMqvE/uxlw+nSLxYcX6TywRPuBNVpnTuKtnsZdPQ2dFfLGIkVjkZFxGY5z+klBP8nZHmdsjFP6k0z/P0rpjVP644zeOGOU5IySnCQrSPMCUxhMoaafEo4jiP34bkn+LnHg0o48WpFHO/Lpxj4tKxCWIp9u5NEKXCa5oeG3iYMGxo9wvAjPrjPoRFFtdbHNK3S2jztIju0MwKcy9wxtPh4XW4zERu/0t3TlbozG8TdrUT3rpalnZS/x9zaU+MvQzc7S3kyfgx3V+L3AhoB21UZOqeXDbqHcclVvnlZkXxL9fnH+9WNK34Dvs0cQNGK9X6OtET+9TbX3JxNragqr1A1eaJ295/TabduX7qr+/5l1HQfXrn9odmAthUlPx83b0v43OnDCrnm4DERjzQLaSeYpnee4i7HoO2rqOdncS/wPnqqIv3uSoqEa/3ZiNfqk4PIoZXucsjlK2Z5kbA1TNvoTtoZK/P1xxmSSkaY5RVaQpUr8uRUA+5G/6zqII3i+g+M5+L5LGCr5tyKPhYbPUitkoeHTn2QsJj7dyGc59klyQ+I7dFur4AY4boDraHxhayrzmMkN+TnNHHqYVcG3Ch6VuWcbtf8/hKZcdj21/28UtgKVjfEvI1zW19VccWqpMvXkuZLo9iVr3z+j5/h+Zf/vbymZtxaqsEknpsrNPFEz0fTq3siu7N1TMX2/nM5WaOSpRvMkdoFXGf3jl1XqY2jYVb+Ntra7v6XHl2acINQ2uh5cekoFWlHotnIGUBTwzIaOx6pThYGeHMHjmY5fMLJ2/jac7GmqhxaaHtqP1A8w6/O6IzHX+o8Gx037v5bWHzmipp7lBt0Hu3s1/rUH1L7fXiVvrZAGLXbGOb1EzTubo5T1Ycr2OONSf8JGf8LlfsL2MKU/SkkmGekkI53kZGlObsm/yAqKwmCKQlf0WojjIo6D4wiO5+D5Dq7n4PkufujSDz2C0GMj9rncT1huBSy1Qoapzj4mWc5i7NMNPfLC0Im6+I6rpfrsauJWLRYxTzR5XG7gwzuTq0YB3Q7tvxRVo0ydkUtoiGYQqjlme1A5eLuraoNPJkqUQzSqZ+HEXo1/+5Jqvyv3a5SM59twyW0lVy+AldOqQfsNlNEKYKTXTieqUXu2iAoxNhm/PbZ0+B7kA7CVXtwM3AlqLqqt8k1GKgDKhG9OE5qhTd3QtLb+dRVQTZu7p7OkYcLrT2v/HKeaASyc0P6d7+l5rl/NDE6eUwdwPLDRQqEmhdux493KtJj9Lc3nf6sxJ/6jxXERANcifgd4pKVRPYsPL6iNv9T41x7AP/Us8sYSRXOZoRvTG+X005zLQyX99WHCxd6Ey5b0L+1MGI5SJqOU8bAk/5wsycmTMVkyIk/GmDynyJJd4jdFrqkeUAHgeAHiurhBhBfE9lsFQBB6jBs+vdhno5+w2knZHiYst0KGqQqCSaMgNz5ZAe2wSaPt4Dguvq/G83IGUKQZJjcUecG4MPzBzuSqYX23XACIkvwmqsWvopor2Nh2NP5/cUFt4KUtf6tQIbG0VkX1lDb+uLWX+MvVvqOeOlYXV+0q4dLEYwk/Gel9gxj8FrrAIKYqgluP8oH94yP9qf05OhPIIRoBA0htCol0Yu9lhYDf0jz9QQibl+wMpWbnby/ayz6p/RRHt0UNHYdkpOsAgi2dGYSxjlt/S8cx3lEhErdgdUujfDaBMGFmo/8dSf5z3JvQBVyehnPe31HnrrXxe6und4l/7MZsT3J6k4JLg4QLgwmXhykXexPOb4243E/Y6E0YDxLGQyX/ZJSRjkek4z7ZaECejMizhHwy2iX+8lNCNX93VwC4YYzrBbhBjBc38aMWfhQzGaWEsc+k4TOaZJV5KSuYZAVjG1K62gwoMDhhTNTUOk3eagJFTqsoKBLNHJonOWeGKaO84E8Gs8Z23BoMCiWnFXSBl+spYW8Vyp+rgaY6ACXwjYEudFo+rXH8ZVRPaeNfPbM/8bcWVEtudFDiL6AYqLO1yGxRlTLbWYwSeUn4JZGnVKRf6pMFlVAoSbScGZQlvwp7zyb4bfAHkO7oTCCdWCdzrPdt2QViW662HfYKAGPg4hPaX9e1UUAtHY/xEzo+ZdWvRhdWh/DJRMczmtjrRLAy1nFvF9y95D/X+m8Obrf2fy2tf9F3OBP7dE+36Zxp0zy9Quv0yq6N37RXa8RfsDMpuNCfsD5MONebcHFnzLmtMee3xgyHCaNewmiYMBmkJMM+yXCHbNS35N8nT0YU2bWI9cr9judb8m/hRy28uEXQ6JA0WtXMIs13yT/JcpJc0yvnxmAIcRCwAkCKHNfmHmiNx2TjCXmaMdmZcObJHTaS/Kr2/1uq/RsN7QRbwavU4m3pxZNoTL7rWoGwYQXCCTXtONb+v3VJo3qWT1cLo+rE315Sx27UQRksg3RY2eJbq2hqurrTtyT8CZU9v0Rp74eK3Kkdl08dV84cfDSnQgP8GPweDDdVeIW5NUOF0FisUkX0NvRSpQBoLahJ6Pzj2m/Xq/IDrZ6Apy7qOJXrEzrLsHpOo3xaPVjwrSPcJsTbKts9A+448p/j3oMv8KxmwMoJtfO3bBy/v1Y5d/PWCkOr8e9MCs71xlwcJJzvTXh6Y8i5rTHrvQnDnTHDnmr8450dkuEO6WCbZLBNNu6TJzN6yw5AkaUUWUo63CEJIryoRdrskjS7JMMOaaejQqCdkebFblRRGUpaGANEFBi6YUyjtaJx5kWBn4xppxlFmpH0U7JxxrOygv72+NAFYm4GcpSA1tBi5aWTtyy9uGjTFZdhnX00SVt7qbLl9zZUe157QM0avl+t6C2Jf/k+DbPEAyYa5pnZXDf+EhpyVDpiy7DOeoV2l8ruHwTgRio13Jqdx+ZpIh9DUisAnNtPfSYQ27bE0Igg3VBBlGdq9ydUQbVsZxSlACj711nS9l94UveVaSTaS7C0o8VhGltq4gpCHcdtK1AbE3X+tpqa8bOsgTALbkkN39pxh6oHOo251n9zcRXtf98aviVu9LleS+s/HfuapO2+Fq37ujRPLusCruWT0FmhaCySBi16IzX1XOhP9hD/0xsjLm+PGfYnDHYmjHoJk/4mk+11ksE26XD7hkl/P+TJWH0H4z7+qE/W7JNnCVmySJ6rE7mwawjqcEQQOwPw4xbSyHHyBHc8IJiMaA7GJDtDJjsT7tscs5H4PD48eJYyrf1fvHiRj3zkI3Bwbea/D7wSpbtLwNcaY57gGigtJgvUqnENqvQNjU4V3bM5sAJhTdMjlHb+/pZGvZShnkWhzt3S1LO4tpf4hzbHfmsB9TDXtf2UyrTj2O0xEHYgXlQvsBvZvM77UGFR5ncY23JdmzDZ0eXK5bVzVACUZiVXCd23OYeGO5VpKmhp+0vh57q1zJ6r6kTeuqBafmdZx2VxDQZP2PFq2lXDHVjqqfO3P6jqCCzY1dS3LL3DjDV8D10PdI5jhYNq+N7059rxHE5Fmp2zfapF48SCpmxYPIGztKZx/HGXnbE6dy8NEtaHe4n/0uaI4c6EYX/CcHvIeGedpLfBpLdBOty5Gc3eg1IIqCkpIU/GFNmKho5me8NHAV04JoLrBHgOLMVdyBPcpTHuaEA8HjLZ6pH0howujzg1ydlIZqsMVtbvfeELX8iv/dqvHfRcfwd4gTFmKCJ/Gy3l+OXXunaG8m8jqrT+bZRvd8sz2iieFM3HXzf37GwouS3UireU4ZyxjQTaNfXUiL+5gPUus2v/Z0SloTeARgCNVQi7aqPxov0J/yAUGTRWIB3BZBuGlzRp0ZhqVlAKF7sgrOnAYGuvAIg6sJBXzm7Xqwq5L6zaOgEb+v/S/LO0AGe3dNxK80+3CxvbOr4tq/037CrfW5neYZYavnDIeqDTmGv9twYHaP8H1fCFG3yu19b6NR9/5/42zZNLNE4u4y6rk7eIdQHXdlLQSwouD1MuDCacmyL+/vaY4faEUa/PaPMC4+1LJP2NGWz6R4t0uEOejMgmI4o0wRRrSv5T77br6Pj7bikEhG5jEUnHGsqajGmc3CEdjOlsjlndnnA6zdnpHVzAr9T+y/q9zWYTDniuxphfq536XuCvz9I/g60p21BSHta0/jLqZzLQ0MQ2V5p78lRz9TS7KhBKO78XqMmjsR/xL6MSp4lq33Vt3wfaDrTug3i5Iv1pFFehy1JAOJ6q7kELwrZer3EZ+uegV+g9x/aetcVlTRcGl/cKgEZHb5na/pWhos2uCrjzj19p/mnbOsWtgZ4ft2BpW7X/4UBX/UYNWBjf2gLu16zhez31QOc4djiS53qYGr6LvsNaqFp/Y6Whufhtdk7T6FLEXV25m+ZsTzLWh6lG9Vjn7uXtsWr82xOG29uMt9cZbZ5nsrN+fSNwBCiylPHWhT1ho9DFEeGyTRURBy6B6xB5LqHnELhC4Lo04i6SjnAXTxCuXCbuDWlc2qK11mStl3B+fO2SkLPU753C1wHvPGhn/dkuY+PMLXHvoP7QTntvmoYMLb0Yt/UaZWqGzrJ+fFu5a7CjpqOV07VwzkyP39X4p4l/YhvWQlmzdVLJuk7602TveLZSu7f3mCLf/1gv0o8f60wiPG+zzdXu79t2Ac1cZwDjAUTW39Ba0DFaP2tTUpf2/2VNFbFzucoOGrd1vHp24VhZEL7T1hxJO6j2H4Q6/u6Mqv9Nr+F7vfVA6/n851r/rcVVbP83/FzrNXyvpfWv7pZebGohluXObnbOzObqKVM26AIujePfde729TPq9Y8F8ddRb4eGigqOJ6zbFBGBJf6G7xB7LoErxFGHIh3hdUcUiyeId7aJVxdobo5ZXB+xOs7YTK+u/T/zOcv77dr3ByYifx14AfAFB12z/mwfETGhJbzxAHpoyGep9SejSutvLajNu3Tmun4Vz16eX9r520vsmnPSoZrfW6WppyT+CUr+Durw7ZxW4g9aVWNLIne8yt5fzga8EKRGhybTG2VjNfWUdv8916gJAT8G76wysc0bVIaDgiaE629p+33rl2gvVYVogrAy/3RXVCD0t6qEdK0FaK/b8RvZBHIt6Nh6x2Nr+w+b4G4f9LT24lbU8L2ueqBzHDvc0ufa8RzWQpfmWoPGsmr93tIKzuIqRaTZOftpsZuyYb0Wx39+a8xwZ8xgR238o80Lx4r4S0wLAHE0RfR5myG0zA4aWvIPXaEddymSEc7iKl5vk/jEDo3LOzTXGqxtjjg/dq5q+5+hfq+2R+QlwHcAX2CMmUzv3w8uVmvPoG+b0AmqCJ/Bjmr9XVu8HKosnItrVS3f1BY88QIlQr8BOBrHP7E1bFmiit8vTT0OWix44SG175fafp2w/aY6e4MmBG0VDqXmP03+peaf9CHpQTJQp2862HvNoAWd+1WAOI9rEH7ZnjIaaAnCVNvvuroS2G9o/8ZD7W8Q6/g1OhoBtHmhinAKYh23snhN1LDafwDriY53M9Pzb1kZR65Rw/d664HOcaxwRQ3fm/1cV0OXxVZAvBjZmrstXFsAJYvampZ5lNskbZqyoVy5OxwmDHsayz/eWWe8fenYEX+Jyc66av5+oGsEXAc/9Ljc17xAi42AVpDSDlxizyGOIyRq47UXKbrLhAsXiZY7xIt9FlsBq+OrF4Iv6/cOh0M4oDazNef9O+CLjTEXZ+2LiEbzpKlaQFrsrcM7GCsPltW4yqpWrl9FvYASXpaoQIjrIZ1Dy9/1qJ7S1HMt4g+alcO3JP/9Qjynkad6Tj5W8g+7lcM3sUKgnAU0Vu1Jj6sAKEVmqO31bQWx8RAanm6PW7rYqyR6f6mK/9+xRF/WA252IN7Qceyk1Wyhta7jvZSqwJx1uc6saSAOhDEmA8oavh8FfqasByoif+UIrn+jl5jjOjA17o9yxM/1aiYfX2DRd4kXIxorDcKFtq25qxW4TNjUfPxZwfZYc/ZcssS/0dNQzvEwZdLfJOltkPQ3brS5NxVJf0Ojj/qbjIcpo57243I/4VJ/oknoxpmmoc4KTNikCJo47UWCxUXCBVujeDFi0Xfxr/LjP/OOj/Doo4/yvve9Dw5+rt+P0uvbROR3RWSmmr5lsfPJQINt2lQa/u62ptXcsZWx+lWd2lLrH/Vt8ZWuXSlbVInZGotUcfwF1Tq7DvsTv+Opc3bhIf1074fmGkSLlbnG8Q7+lMdEi3pe9/7qWvGyHlMKmFIALDyk7YHK+RxqGxuLlbOXQvvX7Gp/R33tv+NUGT1H/SpVRdjU8RvZ8cSOb5tqmyn2Zie9Go4kzt8Y8w7gHVPbvvOAY7/wKO45xy3Fh40xr4Nb81xXQ4/V0CVaiAgXWkTLnd1i67nV+kejnGFasDHW7Jwb/QmXdjRlw2iYMN7ZYbK9zqR366N6DosiS5n0NjRFhBfgh5oX6FKoGUEXGj4b45TF2Cf2HBpW+3dbCzjtBZ0ZXWoRLWyzGvZZDT2eGR/s9VtbW2NtbY3HHnts3+dqjHnJ9fRDUJPPADU9tJpq4iidt8LeGrwjS2DNrtbcBbVd55nNx99C1VNbkStsokwXVtspUDHVOX0l8XuhbmuuQXNVTT6+lUbTYZ4HxflP73MXdcbgRfo9uKCzgGyydwaQTSA7WzmByzDUNoRDmxCuzAZqM3dunNP++ws6Hs2uOn5HA035UGr/Yh3kja5dK9AEd6Dj3srukXz+c9yd6PoOUTskWozw2w2CTnNPsfVRqfXbQixbw1TNPTZBm6Zs2LELuG5+HP9RIB3u7KaFmAxajEOPYaz9WmqldEOP7UlGw3cYZYLnx5iohdNaIOg08dsNosWIqB3SHaY8c/Rr1q4JESX6IernjGLVQrMRjAqbZqdZRQON+mq7jluVkJiM1HTRKEm+0GPB5uppUdn5ywVWZVTPfsTfuR8ay+plnV7MVXf8lvtKTX56gVc5i4DabMGtTEbTAqB10q4J2Kh8Er6237fCLJlU2UAbbSX6yUj/dl0dl6ih41Rm/YybOo6jQk1jZZGY5kDHPc9vodnnZmJu8rm9uFnjfzWTj4M6e8NOQNQNCTpNpNHGaXZ2i61PcsMkN7uFWDb6E7ZtgrbJSHP1pHbl7p2EdLitqSaG/d2+bNt6A/1EK4yVfTdBQ6uANTtIo03QaRJ1Q8JOQMdzrvrDnqVYzvUiGWm4ewPl1XLbBC02Ut+WjFR7LSN8krFuK0mvXKVbZszEpkrYNfc42Dj+WlRPSdIl8Zcmnjrxe5Ha7lsnoXNGj2uf1s/0350zNly0WwmX0k9QmoI69+v96iagoKXntZ1qtXEtAiiIrenH9qMUgoktNg86Lo1uNVbYMW00dTz3bEPHvdw2C+aa/xzHCl3foeu7hJ0Qv90gXGjhNDs4zQ5Z0CDBY5xl9Gzpxe1RqoVYyrTMo2xX678ZKRtuJvJkTDLYxm92SRotxrZfW8NUK401fHqTjKbvkAQeUdDAtWMTLrR0vDohXd+l6zu3vOCLAZJMFfLY0dWrplAHJ9iattbkMxnprCBu7d3mOHbVrxUSZT5+v8zFb9M2U6CM17pP4/ihIt6wq6TcWNZ9dW0/aCppR129aN3mD6rNl5lbyxlAOoKoD+NtGG+qo7c8PmxrZFCe6nGjy5UACtvavvFZVctTdlcB+60qC6gfan+bHV0PMBkp8Xu+jo84dkZgTWZxE7AZTFsLNhmcA3mh429mZPU5+c9xrND1XeKmT9gN8ZsRfjPGabQxXojxQpK8IMkNwzRnlBa7pReTiX7S8Yhs1Ccb9293V64Lmc0qmo5HJBOfxKaA7o3T3RrDSW5I8oLQjonTaOM3Y/xmRNgNiZs+3X5y66t9mWqRa9Ss4vgntrRg1FByz1IlrqhR1eFNU9V4yyIou9k6J3a2UMbzl1k2HTRlQ7y8dwFX0IT2SWvjr8X418M84+Vq4ZezT2Bkuc2xK7LKWP4yOki8veGefkvvl4+rqCDQ8+JlaFyCcVIll7MLwLzQkn+m/Y3sjCAZq/nG961Zp2FTVedK/lHDLm1I9DjPVibzezr+sy7xPdZmnznuPcSu4MceXuThN2MkaiJhjPEijB+R5Ia0UPIf2tTI/XFVgSsda1rmO03rL5En490+pJOctJb/v+xzWhiS3GD8CONFSKjj5DdjHbfYI3ZvfXpugyrlAUpIoM7bCdYMZJ26ZVnFsGmLn9jjSht2eS42sWZkc+PjspdAG6uVA7du7mlY527d1OM3laCba1WoZ534i/zKTwnH1ePjxb3OY6hMQH6zunfd/OPHtj1UgsvV/kSxPczGI3iW7LNExwN0fMJmNWbYcWzYsS6P83wd9zJj9SyYk/8cxwYO0HQd/KZP0AzwmxESREjUwPghuXhkBQwTS/wTLbY+qVXgykYDstGdqfWXyEZaUCZLctJJzsT2sz+xAiDJyQrIxcP4IRI1kCDCb0Z23Hya7tXt/jcDplDNM6Ii9XRic541K99ollSk7tcEAqjmu2vySW3YYkn8DlXWspi9dnhQAg67StSlOQcq4t7V+MPqnGmir2N6nxdWeX1KAQJVSGhg718KBqj8C2VWk4wqHXRcraj1tvwAACAASURBVIsA7XcZGluOhx9UQiKzi7ddX8czqx8X6riPqYrOXwvH1uzz/Oc//3Y3YQ6OvsiLvz1C039diZbn7Gr+bhTgRgESRjhhTOYGZIVq/eNcK2ANbS78NLU1d23mzPwwXq9jiLIPeTImS0PSVPs5THKt/JUXpDb/v+9qBTEJo90xKzX/lnfwat+b4vQ1VXJL1zJLlqomGoS6rSgqUg9ijUwpCj3OtfV+y+IreWYFRllvtyys7qJpmae1/nhRP3VzjxepjX+a+Kc1+zLip0QZ6VMXAI5bOz+r8v9kdpbpt/T+k+3KLFQKhrAD7k5VIMYu8nLtimjfpp0uxylLdVxE7DhZIVEU1TiZgR6HHe8QzfE/L+Yyxx2HwBFi18GLfLwowPE9JIgwdvpeEt4kU9PHKMkYJbnmxM8KrbmbJcc+rv9aKLLU5v0fkWdtiqws+pKR2v6XgjB2PIzrI0GE43t4UYAX+cSuQ+DcWtNPyWsB1YKvdKJx536oRGaMRkS6vpoqHEft1qXj06/V4s3TqhjKHpNPiM3HX9P6vdCmbJgy97ihOnf3I/6S9KedvmCJPa7y+pRCoBQAYVu3T3pK/vVZRmAN+klt8Ve8CN5OVVjGuhP8QGP7S2dwOQbpRMfKdXWcXF/HzRgdRz/UcS0d4uLouJfycRbMzT5zHBvErmga48DBCZTIJIgwluByA2lhSHNjSyDqJ0v1kydj8smdrfWXyCel5q99K/s6yQpS6/fIDRjXxzgqJL0owAk83MDBd+WW2/1L0nE9cAQKY7V31E7tlAIhtTloLF/mVon2atso9FjXR1XUshQj2JlAOLX4KtJcPW5NIJQRN37rylTOJfHvOn73WfTl2f3uPo5hL9LrTkcTHdQOL9R2277haL9c35ppimrsPN8uM8iqbb6v42YKHUcvsPIw03F2pBq7OfnPccfBFcENXBzfVa3fDxDXptp1HPLCYKwASHIlwzQvbFGUApPnFNnBWS3vJBRZYvuj/UttfxNr8jEGrQDmaIVwcV3E19mS47u4gYt7G2oyO9gEmZbos8Ka621TCmvO8QIlPnF0W2nOcN3qOKCqkAUV+ZelF+vw41qStjKe35bP8uOKvEutvyT+8thsrEnbBpf0uzTllAKkvF991lDes5xRlPcu71mHG2m76/0oy0DW+uu6lXmssBq96+t45Vl1nCN6elZUmr8XHo7Qj4T8ReSLReSPROTjIvLqffaHIvKf7P73ichDR3HfOW4ufvEXf5HnPve5YMv9Te8/6ucaOIJbEldgbQKej3Fc1f6BrDDkxpAX+jGFqZVETHbz5N/pMIUKssL2zxRVn3Oj5i8DOi6Ou2tDcQNfx893r2r2eZIR6HM9st+sQU0RTo1VCmx1Q8uxpfXE9auZQOmgdH12GSnPrbPXYy9LOey1z9cTq00naXMjNftcodW7ex3CSR/65+HyH8KF39Pv/nndDpXdflr7dzy9fl0QlSansj1l1I/r2xnEVF887WdeKxJfdqEcG8duq7sfXE/HdU8dekfH/5Zp/rUyji8FPh0tC/fpU4d9HbBpjHkEzQH/vTd63zluLvI85xu/8Rt55zvfCVUZx5v6XF0BcQXHFcRxbJpjV38d4lAYKIyWPSwLnpvdT4Ep8ruK/PVT7PYxs/0ubKH3wrA7NuVYiePo+LnCQVafAsN72AD4Y474N+tSJRYriiokv9xWJ7Td9tQI7Qo4VCafXekyZZ8v7fB1ci4FQf3YutZf1/iH67D+h/D4u+AP3qbf63+o2+szgCu0f2/vfa7VHser2Lk0/ezDwO5Uc+FKQSl24XBONRsQZ/Z0zux/60Njt4yjMSahKgtXx8uBt9i/fxZ4sRxlCMkcR473v//9PPLIIzz88MOwt9xfHUf6XK8wUzhu9QMSR00dZq/mX9jP3spYdz7q/Sn7WNf8c6Omn11WrY+VxUFmn4skdDTWIznq36xDZeIB5bj6SXXyqgsJsALBqrO72Sn3u+N0CuZy4ZVMa/hTQqJ+frk9HWkpxvO/A7/9Y/DzP6rf539Ht6ej6lr7pX7e7x5lW6a373e+VCaycprkTI1LfazqYZzClOYvt97ss18Zx9MHHWNTQG+jVd/mOKY4e/YsZ87Ua/Tcmudaaq3iHv7VvFuIv8T19EdcZ3f2dBCGZLT2BvrdlGdbEtV+T3LmQKT6yQWHZLdSK7+KPlxkuiJ363H4/U/wT34M+P1P6P+T2irefa/vXqn1X7NNTDH2jKftM17lqbPG9R90/o3gqmUcD3EMIvL1IvJBEfngpUuXjqBpc1wvDkjqdsPPdczVCa3IDSY3mPzwb7Rc7Ud+B+J6+mPyApMbivxgy+8Be2742U6n0dvV7Pe5UDGrYXqaKA/zWpSZOa8mRB1PQzMXHoLPeJjveiXwGQ/r/4Pm1Ym9yO31ZyyaC1cKsBn7s994lafOmr9/GkcR5/80Vy/jWD/maRHxgC5wRYWNej3QF7zgBfOUnrcR999/P0899dSeTRzBc12V8MDnmk8LnLqHyxSI2Igg0ULnri176DiyS5T6fWfH+QN7+lP2sexzOQYiVGrfPitVrxhPiyYeffYQ1pE82+eIqPWidluHvRJj2vYPU2aOnF0nqDkoaD2fer5FpsnVTHbl9v2IuSTs0pH7v9p711jLtuyu7zfXe+3ned6qe7tvu9u6xmAwskO35SYxduIORo1jguTYIBxsCccCk7eE4sj+ENmK0rEFJNAiISLIxgTFQICYC7ZxO3ZQSDfgdvw2uG/f96k677Pf671mPow5z9rn1Dl1dlWdqjpVtf7S1tm19tpzzceu/xhzjDHH6L0Mt78a/o3vhi99W4j/9lfL9eWDZOefe9kzbF/OX7/o+3rJxGWyf9bn5uW8rX/pq2fliH4w2Xgd5H/fMo4GPwl8J/BZ4FuB/0u3+ZpvND72sY/xhS98gbfeegsuKffHNa9rpTnVWs84cM2v31FKXoYEPUehTl9LDuLnAMsOXDtGb1ngKSWmADM3yw5iu3u6TPl/iYCxkH+glAq4xrWtOEvqNiLlvK2/XmIpu2TVRQq0tYX7LDlLzxFrXZmc+0vC71TrN/dan0hdmUNbcROV09mCrd8ph8HyuWj8vZfl+nKNgMo6f93m2vJzrupPXS45rWnSPJ+fQ1tDZjn1UH2v7d9GUi0LiQcxFD4y+WutS6WULePoAn/dloUDflFr/ZPA/wr8uFLqDUR7+GOP+twWjxee5/HpT3+ab/qmbwIp9/dDj3td81pTFRVVXlHlxem5f1VXqLpE4QsBLmn+ylG4riOE6AXPFfk7XiCCzhUBsKz5e45CgcxLXaFNPoAqL2T+ior8EtuKg+LfYoOfYv93IKVXr+X/7Ck3LxM7pu7KEqE5ruHLc4RWLZGh6xqBUXKWIGtM9kybEMeEU5ZpQ8TWVFOlUJlCLKcnrBBSLpKzcfmOJzl4lncEy8RfJPeaj+pS2q+WkghaQWD7c9oXmy6Cs+cWSnOYbemaHdqyoKyKsz79qmxq2Zx2p25kyyq4lvQOV5Vx1FqnwH9wHc9q8eTwyU9+kk9+8pMopS4r93et61ppTZVX1EVFXZToQg46qVpOt7iOmDp8RxG4DoHn4BtidDwH5QphPg9wvMCMR8bnm/EGroNv5sF1TGKcukRXFbrIqYuS2grQ+yjqH5JMY7+utf6ovXYda1tj0hDYg0cOpHVjCnJMnv8yF0KzYZ+OYwitOqvNnlbsgia2Mc/PEi4IOeezswReZnKtSJr0zcvaf0Zz0MuL7j0FDNJWNr1A66+aZ5ZZc29dNs9cRpVKv+04MGOxMmzpfENVNnOiDfGXuTk5bU1kuqmbcHqgLnsws097wrfFjUFSSeqGKq+p85IyzdF5KtptVeAa4vddRegZMvQcPF9ebhDhhvHVD3oG4IYxbhCdjs2ONfQkdYPvSBy/qgpUXaLzlDLNqfOSKpcUEMl9nL6PA1bjPJ9yoMJk8jQCwaYqWE5f4JhkZqemH0NqVUGj/Vu2ymhKK1pUKeTTs0LBEncxa+L1Tz+zAmDaaOlnPjfauyX+81p/mUq72XS1fpSZ9NuMzWr9VbFk7zdzV5rNy3L6C5sSw+4ESlMe4HwqjeV1uAptYrcWNwZ5rUmqmjIthMgKITVlttK+sXuHnovvKOLAIw5EO3Y9By+Icb0Ax/Of6eRujufjeoEZj4PjOcSBSxx4+Gb8niMCACMYdZ5SFyIwy7QgqepLzT6PC9aUnWM0f18SkOm8SVSmlJx/qiZnM1f6oZQgLDIIjI3f9aHIwV1OhmbTOicnYpO35RvLTOz1+bzJ6ul4YpZJx83BLnv46jRv/1yI+n5ZPS2s1l9mQvrpWNqHxuRk+2B3A9CkjlhO51wBmRmfz2m+f5u3/3zG06oAb61JjldkYuLxbSqNQub9sqMRF+HGav6f//znn3YXWsC1pnMGKIaXa+azshbtPymp0pwqzdFZSp0lqCo/JbzIFQ24E7jEgYvvu3i+K5p/EOMGz7b2b8cgmr+MLw5cOoFL6DlExvTjOQpV5dRZgs7S0zkrkpKk0swuSecMsPPNX3n9HVeiTZ4vMqKQYuXWnOGbZGZ5IkRmsnhQlaZYu9HyXc9o/hkNcSoMcU7OHsCqSyHY5EQ0cosyldKLyZHR8g0pLxvQ60pSMKej5lXMG+JfvtcSf3Ik7S7vKIpZ04dle3+RSH8rGglZcpq51F1KXGfnyWY81drMUy3zZs1jucmWer5ojmfWYRXcWPJv8eKhBuZVTTEvyOc5xTxF5yk6XaCKDFeXeA50ApeO79ILPfqRRxh6+KGLF7h4cRcv7l35rJsML+7JOAIXP3QJzTh7oUfHFyHgOeDqElVk6HSBzlOKeWrmrWBe1Q9k/70OKKcpKLJcZMRD6tVaR6YXCC+miWi+9j4Qoqvtd23Gy4QmnbO1VSRI3vwz5DuXa/ncOGiNBMrnhpTPCQC48GT0pZ8tE39y0pRrtA7hfN7k8j/9TirXrAvAM+OoZAyW1EHGbUtRnBbDyWWeHK+phFYVMp/e8n1ZU0hn1bj/lvxb3ChYzb9MS4p5gk7n6CxBlSmqSAmMvbvjGwEQefQiD98IAD/q4Uc93OAC590zADeITsfghy5+6J2O0Y5ZHN4KVaSoMkVnMk/FPJF5M5r/k4ZCYmpy7i0ysqCpRGVz1tsC5vY+L5BC5acWO78REqcCwJp+CmBxcK/2vzgw1+dnQzCLuWTsnO81xH3epHP+ZVFXjQCZ70k7xRLxV4X82z77vNa/OJD+Lpt8kobUbchOWcj4vaCx9xeZzNNprQMzjwvuLZqTm2vPvNmnxYuJcVGRzAuycUYxTynmCfViiiozVJlJlI8r5B/7Dv3Ipxd5BKG8/CgWzTl6NrV/L+rhxT38KD4dUy/y6Ec+se/Q8V0CV6Kd7JzUiynFPKGYp2TjjGReMC6eQqoLJZpngRQoqSoJYQwDc20hNmzHbYqSZ4lcc10IItF80zliFvGE8MoMsAVPlvL/sMhFC1/W/vM5THcNQS+Zf+pSNPCFEQCLg0YI2Jh8Kwzse+tHSE7Ofi8bn3XyFjN53nS32Q2AsfUfST9Pg/LNOMxjfVulrJRx54nMg+vKvGRJU+zeMdfShan9Esh9VSXfLZD5X5X9W4dvixuFcVEzLio2JhnFdEE2mhHMJ9TzCaqzIIiHRJ6iH3r0A49h7LPW8TmOfdKOT5YUBJ0BRXdI+YwVcneDiKA7JOgMCGKPqOPTM+Mbxj79wKMfekSeIqBE5QtqMzfZaCbzNckYFxXj4kkbfYRzAg/cEhKTt98NhbjIITFlB4NQCpXrGpIZlBvNtcUE5hPorZlwe+sInoHfxxQIRrTnFEm+Zmv5Wu0/GwtRu74kWAv70kHHazT+bCrXg16T9tnmAlo+HFaZcNFsKu+toLHkn01hcSTPy8bNc+xns7vST4emiLsZj3Iabb7OZNx1LfPgOGLXT2YyT2euGfkSdUxEVCbz7Zr5fy6ifZRSl+WYafEE8LgSr+5881deWkO2BiZlTTbJSccZ+WSOXkyp5xOctQSVLwjdHqGr6IUevcBloxdyNMuZxj5h7JN3euTdIX7ybJG/3xnid4cEnR6hGcuw47PRC+kF4uMIXUXoKlQ+RxUJ9XyCXkzJJ3PScUY2yZmU97f3PxZnr0EQQzQ1Zp5MSD2IIRzBYn72WhDDYizabRCKxhvEQnjpAjox4DcCwJ8DHaQYuo94OKc1hLtni7lY84+FLs9GAJWpCdWcS/SPjfSxAmD55G6V3htWemrqmQnxT96/19xjawRMzVFcW54yAYyG74ecCoR0IeMOYpkHkHlZjJu5wszpYi7NnbmGyMUgpvEvXIEbTf4tXkyMi5p0mpGepBTTBflkjjsb4aYzVJwQhwNiTzMMxQm61vHZ7AUcz3Kyjk+eleSLAWV3RpUnFIvJ0x7SlfA7g1OtP+z6RB2fTizjWuv49EKPYegRew6x56DSBJXOqGcj8smcYrogPUlJp9lT0fqhqTnbQY4EpwnEPbFhxw6Ma9Fao55EqcQ9mBwJ6XX6xkQUw/QYFlPo9IBYBEORQTExqXasnbxEbB3TY/lg8MFmB1BmjQCoCuhug99tcvVYks9LYH5xAreLYv9B7PjLPoTFgTxvuUbAbFf6VdBU7CqAmYwDlorVJzLeMof+RmPKsUJwsGlKO5r5mwNDR+ZV1zLPc2ADczJ6RX25tfm3uHE4yEoOsop0lJKNZqRHE+rpiHo2wkmneFVK7Cs6vsNG5DMMPTZ6IduDkKgbEHcCosGAcLhF2N/A8fyrH/oU4Xg+YX+DcLhFNBhI/7sB24OQjV4o44t8Or5D7Cu8KsVJp9SzEfV0RHokZp90lHKQVRxkD5Bl8hqhEQdkF7HKzJbs/t2BfD438f2OA3FXvjcfN1E/UVfamI1gMeNUaw5icXwyRTT+ZW16Bkx2DAkvFV8pMyHh0dswea8Jz1w261jYfy+/zn9WFU3Y6OQ9aXe2ey/xLw6kPzPTv9D0N5P+Z3OjoZvri5mM1/VMwXpkPubGihR3Zb7KQuZPI/NphcRsLvPdNfO/qq3kxmv+renn6eBx19q5n+mn0HBSVCQnKYvDBfH2lPzkBHfzBH+4SZ3N6XQiEk8zjDzWc59FUTNe5MzSkrKoyLOSMl+XIuhZQjrae6zjeRQEvQ2C/gZhb52o4xP3Azb6IZu9gO1eyHrsM4xE6+94Dmoxx8nnFNMT8pMTstGUxeGC5CTlpKgo7vPf5XGafGxKh7AL8Vx4Ok9Eaw27EI9gOof1eWP6iXtCaIuJXPPNjmA2EvKLOuB0xURSZLA4gU6EaNPL5p8J4LwtHelsn/UBJEfm5O1c/APxuiRvswe/LiqyYmEFhf1+ctI4jq1z9zzxj96W/mD6Z809E+m/9WXgyBmz+Vjmqbcm46/rxvcR9xrzTjaX+YuR+cTM75Tm2mk21BXwSOSvlNoAfgL4MPA28G1a65NL7h0gSaT+vtb6P36U57Z4vDg+vidz76XZ0h7Xuh5kFSeznMFJeqrZBuMjnOEmTjTEC7t0/IBe4DKMfGZ5xWYvZJaWzNKSol9Kbd9yi7qQ2r7Z5PC6undtCAdbRMNtosEWcT+g0w/odAI2ewGbvZBh5DGMfHqBS2dJ66+mJ1Tjo9OdUXKScjLLOcjuH+WT5zm/9Eu/xGKxAMnGu37+/6xS6quA/wkYIErlf6u1/omrxqJ1E7feA45oCMz3oRvBYWqu9UUodAeQ3BGy7wwgiuWzdAHTEzEHdUPAOI4XEyiOTWy81apBBMCoRmiIewWAjerxDXkHXQj6S0Xf3bOVwHRpon5Mrp582pB/sVTk5SLiHy3Z+a1wmkm/61LGSQiUYtqZnhjTmPFL55nMh7VWeX6j9SfAVtScgZhPZIOxSXNtVV35UTX/7wN+Tmv9KVME+vuA/+qSe38I+L8f8XktngA+9alPnb90+z63P5Z1nZQ1e1nF1t6CztaCaP+EePMQt7+O31+nDmJ6/VtklWYz9snKikURkpU1WVlTmKLuUv/21mm7N0kAhIMt4vXbxOu36Aw7dAchnUHE7bWI22sxL/VDtjo+m7FPL3Do+Q5qOsZJxxQnB5THhyT7JyyOFsz3FuxlFZP7nOoFeOONN9ja2uK1117j9ddfn3Lx/9kF8Ce11l9QSr0CfF4p9TNa69H92q5octD0HDiqYZLDIBNbfncAoxTGxzDYMHb/vrH9H4vma7X/7gDGh/IKYvHXOjGElYl7P6bRqm0UTYEh3jeF6Hu3G3KHJhJo2dFrs3d64b3kX5roniK51/G77COwzt3Jjmj8NgW1tfMnwLH0O+zKOKihWMj4yhyGW2e1/smxzMupQEhk3jxkbpQjDuGJMZf1zInoolg9rfOjkv8fAb7BvP8x4Be4gPyVUr8PuAX8NPDR859fhdb082TxIz/yI+cvrV9036Ou6/1MPyC2/5NRSmdvTrw+InlpHW+wL9q/H6P9mI7fJ68067GYfrKyJi8rkryiLmvqUlOXTY1fuBkCwBJ/NNwi7vfo9EI6vZCtfsjLa5Eh/oB1Q/wd30GlE5xkTDU+ojrZJzmakByMmO/NORmlV9r6d775K9n7+Z/n4x//uL10BPz7nPs/q7X+7aX3d5RS+8A2cCX5Z3Pw18R23Z8KFyYzIf8ghoEHx6VotmFXBEBvDQ7eFyKMe2LjjrqNBhx1YcMHYvA7EkI6n0DXeiy7NPb/zPSy3BHS7t2WkE67C4Czjt6ERvNfJvR6SfNfxvI9NvGbde7aYwVW4zfx/BxIf71Q+m/NQNNjGV/cb2z9WSLzUBXQu2XSXlRy3xTY8BozUDKT+e2z9P35kyP/W1rruwBa67tKqZfO36CUcoA/D/yHwDferzGl1PcA3/OIfWpx/bjnd/Kw6xrHq+fdOSlq9rKS4d6czlZMvH9C0O/gDPfxO30cPyYOOuS+wzD0yDo1aVmRVxFJXjUF3rUGhmeqY+Wz46eS/M3xfILeBtFwm3j9lhD/MKQzCNkcRkL8g4jNjs9WR5zZHd8hVhVOMkYtxpQn+2SHR6L1Hy6Y7c3Zy0pOVojyybKMKDo9/VwAH7rf/UqprwEC4IuXfH66tuvAvIROLRr8YCpFgCdTMXUEoRD95BBODuVazwiK7kAifzp9MYFY7T9PYHRgvmvMPFHX2MRH0LUGyS5NcnsTVUN2DNlICrPEm42Wfz6y59TBm3EPLooCsruB5Eji+Kd1cwBtWeOfA8fST+UYgjbJj2YjGZfrNc7bopA5mBzJNUvoyVTmy0Pmy3VFME6mcoRgG5mfupb5vzbyV0p9hou3/d+/4jO+F/jHWuv3rnIiLpeEU0qdUfVb7f968YlPfILd3d17rv/Gb/zGqk081Lqura2dWcSrtP+dpGR9nBG9PyVaP8bvRgRru6ggwgtCtB8x7G1T1ZpK+xQmrUF1LqOloxSOJ+UeHT/AC2Oy6fETDQP1OwPCvjh3o8EWnWFHNP5ByPZ6zAc3Yj640eHlfsitbshmx6cfOAwDB2d2hJOcUB7sUB3tstg9Yr57zOT9KQfjjJ2k0VBfZ4/FOQoo+xFffsF63w9KqZeBHwe+U+uL3YjLa/slSukR0F8IeXW60JtL2OdwZg5ydWEwEu1/eiwE5/kS4pgmMNqHsCNmISssxodwciA83FkHQhEciwnMj6Brh2ojaFyEx60ZKN2BzoH4AcLhvUJglQLsNsVzkTQO30Uu7GtP7y7vPhJE4zfEv2znX0xkPNbcc0rcYxm/a+bD2vqnx43Wbx29yUzmtYfMs3Igncmm59oOeWmtP3HZZ0qpPaXUy0brfxnYv+C2jwNfp5T6XtPXQCk101p/34p9bPEY8JnPfObC65cQ+UX2hCeyrpOy5k5asr43J96MCfojwrVDOlEHJ+7ieBG4AYNoSFnDdjeg0pryHPkfOZb8laRMDiIcL8ANYorF+LEeBnODCL8zJOgOJfy0t07cD8TG3xON3xL/bWPu2e4G9HyXQejiJGOcxQn18Z6Ye3YPWeyPmN6ZMdubcyctz9j6v5lb9/Rh5+slyicMQ9I0tdq/z8X/Z60j/x8BP6C1/twq4/QQQtpMxTkbhDCcS23X8dhEroRCbNN9OB5BZwj99Ybwj++KRhzGYv6Je2LmmY1gZFLuRIZITwXACLo1Eujek8+IEfIvEA9GmsN0B+IdCAcS8XP+gNd5nD/olZxIds6EpgSjdTovnd5lJhMxn9xL/OlECD6ZimCzOQgzs8NJZrDxssxHbRy6xyNp3p4ByDOZzwT4ADKnVQmLVOZ/VXPOo5p9bJ3PT5m//+f5G7TWf8K+V0p9F/DRhyWIVvt/vLiPBn+Prfc61/Vq7b9gI3CJ784IByHBoIPXjXDCGC/q4rgBvuPSD7vUaDShMfU0cB3FoeeclkX0gi3JmR/3KOY98vn42tNBuEGEF/UIuvbk7oBoMJADXP2AziA6tfFb4n+pG3CrF9IPHfqhg5/PcBYnMDmkOtolP9hnvnvE7O6Y2d0Zd5OSneT+5qvl8M5bt27x/vvv89prr4EEifyt8/ebur5/H/gbWuu/s+p4bY2SEdDLhLx7S9r/YAL+pgiG9S7sz+FkT4g+6ggZ5gmMDyTqx/WE2LrDxu6tHNh0TBp/IwDSufEhFOAXSIySJWSXphpYZl7uBLyJOSYbXBzyeSbEM2/SSi9XFbMmHpuvx4ScFsa56xkTlSX+fCbjtXb+7rBJ2TA+kFdvzaS2cCTi6WRPSP6lrsyRNg5hq/X3zLmIZC7zvlzz5io8Kvl/CvjbSqk/BbyLKfumlPoo8Ke11t/9iO23uBm4C09vXQsNb81zBvsLvMgj6Pk4vofre6ggwnUcXKDTd3DCGAcFRDiqKXoem9z/u66DH3oE0xw/dMnmPfLOAL87pExmFOmMMpGTwQ/jE5BdRWySs0mStqAzkJQNXZ+4E0hIZyfg9lpj43/ZaPy3eiFrocswjvnskgAAIABJREFUdIiqBHd2CONdqoMdir0dpu/uMds5ZPzOmMP9BW/N8/vG9Z/Ha6+9xuc//3neffddEJr8FNyztt8G/AFg0wh2gO/SWv/y/dp2EeX7AFizsfyhxPW/B5xMRdMNYyG4xRyOU+gei4nDmn/yDA7vCnlas0hvTZ4xNVHI67eaHUDkSuSMzRLaSREvqN0F2ENWFULgmkYQkIOTN7YSK8Ew9y0bu2xSOY8mSduytj+VOP66FPOM36FJ2jYRIp8eC/H31mS8eSaRPYd3Jfb/vLnnODUkv9ZE+JxM5ZGv0mj9s7nM+wb3ics+h0cif631ERc4+7TWvwjcQxBa6x8FfvRRntlq/48HV9jtK3i863qV9n9S1LyXFMQ7U8JBiOt7eFHIIIrAcfAcF8dxibqbEMbUaBQhrhmX1PyVYihHM49jX3Llp6FHFnvknR5Fmhjyn1PlCVWZU2UJdSnnBOzLQjnu6cvxAim9aExJXtw1qZljgtgjjCVlQ9RtDnDZcM7Njs+tbsh2N6AfOqfE78yPUNMDyoMdyoMdZjuHzHcOmbw3Zbwz5b2kuNLJe/5QVxAEp9E+r7/++m9rrY/h7Npqrf8m8DcfeBEVrGnRQI+AzkJSNPT6sD4VcuodiVkjCGFtA9JjONiXCBZr/lnbhsM7cLQjWu2y/R+EFHUNa1VjUvF7YhJJFzA7gHABfoI4gu1hMJtmwQqCmrNED43j1oznlOQdzhK+TSxncvUUExE+jid9cmJO7f8LY+qxGr8NaS0LuXa0I4FFG7fOmnsO9qWJNTP+qhJn8AHiXO/1ZYewmMl8A6zZfq+AG3/Ct0ULi7fmBbHrELwzxg1cnMDDCTx6jgOOi+9LtYuou8nQ7ABcJ8B3FZEh/tBzTvPjH4Qei7ggSwrSRUGe+RRZlzKv5GRwnlDlKbqqTgUAgK6rM5FDtti6G0RSejGITguxBKFk5wxjydWzPQhPD3DZcM6tjs9mx6fnu/SXiN9dHFNY4n9vl+l7e0zenzB6Z8x7Sclb85tXqrLrwGZttP8UwsgQ/RxmNRzkEI1Fw437sJGJ+edoRyJ8OgN5rVdi/z94T0oX9tfPCoDZSMiwLs21UE4CdzzR/vPEpEc2ZwROhcCy5r58sPciGeqc+9yajkw+fuaS280WYAnNSeTTnUYi/Tw5EBv/eeKfnsj40oUIxM7AkPlE5mOBmHtsrP9iLPPnAGtOo/VPUzhEon66Divnd3gmyb/V/q8XjzuVw6q4SvuvgTdmOZGjcN4coVyF48tPuFfL/15vO0fVFZ3eFn7ck4pXSgq+d0w+/PVOwLCTsdbxOZrljBcFs6Qgz0qKrKTIKsoipCr7lEUt5wVqja7rCzR/8SM4ppC86zlSetEUYglCj57JzrnZCyQHkTm5u9XxJXVD6NEPHAahi5/PcGeHqOmBEP/dt4X4391j/M4JJ2+O2DlJeWOWX1mp63GmcrgQWkw166lo/wdAdyaE1x3A5gh2gd7IZPqMGzv/cQnBnmjO1v6vazGVHL4vzVsBMDCOz9nIEH0mwsTvILsAX165EQKn9veYJiLI5tFf1uzPwzp1rbnImopMIZYya9IyB7ZNU6KxWMgOZWSienprYuM/NemcyLiSmZiwlu38x3syH2tOE9qZJXAygjESetkdSBeTmcyzj+wGvADZkayAZ5L8oRUA14WbQvwWVwmAtNZ8cZ7jKnADBzdoLJw9x4G6wq0rXEB1KjbiIa6pfBV7LqHn0gsKOr7DWsdno1dwPMsYLYrT1BBZVlIUckisLGp0rakq+VsvRRE5jkQPua6DchSeL8XWfV9KL9odxppJy7xm4vYlV09zcrfjm3BOE9XDeLcx9Rjin7x7zPidMXeOFnxxnpNeUZz9iRM/jfIce7Bdip1/UEJgTvgOu+KY3AWig8b8M9yCfB/2p+DtN9f7G2ICGR9A/a6kLbD5b3prTQK4wx1x+g63xKfgGJIPQgiKpij6bARqIn5dP1gqnG5r6Nr6ujWNvd9kDq0KSbZWFSKUHG9J0/eb79VzIeTxYZOs7bRfTnNw7eA9uW+4fTaKZ2TmoUPj7ygLmYNdYIjMo616dlyK8/dVM+/L63AVnlnyb/Hi4qSoeXtR4O7OUe5Z4dWra6hr3LrGqXKocoaddQLXVsBS9AOXfuBxnBYMQ4/NbsA4KZimIgCmaUmSyynh3KSK0CZVxEXkrxyF7zoEnnPqWO5HTQWuYeyf5uPfiCRJWy9wT4k/VpXE8duonguI/+TNE+7sznl7cbWd/2mhBIpUSHFYig90F+hM5YRuFMNGIoVHdksIRjDcFGLcqmHvEHaPhSTXbjWCwXFkB7D/jpg5rA+gOxDynU+EUNOF7A66Q5MO2mjjfgi+IfGikDbSeZMAzda8Xa59az9bvsf1jRlpWWjAqYlnMZNY/emJaPtxX/oY2PrExrl7tCN9Xb91jvj3ZPw+sGUEhq5lbLulcag7Mo9VKYe8dhGNf4jsbrL5xXHZF+GZJv9W+3803DSt3+Iq7R9gL6uodA47M3SlqfKKuiip85JemuLnKW46x92Q2r+deEgcDQhdRew59AKX9dhnnJXMspJpxycpahZFxSwrWeQVSV6SlzV5WVPVcnZg+fCY6zTRRIFnyd+jY4j+tNRk4J3m4+/4ko+/4yvJ1WNSNjiJieM/2qXYE+fu9D0x9YzfGXNnd85vz3IO86vPbz4NrR/ESjIBNgqIIon3fwc5SBBNmjDGW8cS+783bdI7xD3YKmF/BHcPhWyH280OQBkBsPu2mFuG2yZlRAiuEQZzE1FjK4F1+iYrqDXxeHK+y7d5gERPoDJTunyMzQoC1xXhcxrauWweKqUCV7qQfPyzkcliGojQirpnyzGODySqp65kd7N8Wnd8YMYNbC3F/88nMk82pt/6PBYTmdcKideNItmVTMzQVsEzTf7QCoCHxU0lfotVBMBhXuHOc6q7miqv0ZWmzkvKNKNflARZgpvM8bY/IFWvioR+PCSOIxalMiTskMU+06xkUVSnr6ysKWotuYIqIf/qAvK3r8AVZ7LvWP+Ce/rqmwpcsSf5+Dueg1elkqTNpmw42KE62Sc/2Gf67p5E9bw/4eTNEXeOFry9KG408YNYSvaBOJe0ywMPbhvzT6cEL5HY//4QtsZyb2A0fZvqAWBvBHf2TUSP2QH014UoRwew967Y3Ne2Rcu3qSCCWByryUycxZMjIVGbKsHzjSBYygZ6xtx/PqzzPIwZqM7EFJPOTabNmWj6rmcEWd/sDpCdxnws/R4fyC5k41bj3LUa/91Dmb9ba01Y52ICB8di1nkJmTcb039YipP3VWSeAZJc5vS5yee/CloB8GC46cRvseoOIK81lYa6qqnyiqooqYuS7jwlThfoPMVdfwlvmFDnCSrqMwi7dOKIpFRklabrO+SVpqg1i7wirWqysqIw1yotJp9q6XfmKiWHxpTCdxS+qwg9l8h16AQuvvE1RJ46JX+vSiUffzrFSSVJW3myT3W0S7J7KAe4TDjn6J0xOycpX5znK5l6nibxgyjGe0iIvW/MP2ulaK07QDhvDm5t9qE0Zgv3ELYdIWorAPZHcOdQtOa1l0SD7wzk+9NjIcxsLp8NJLpXHL0miiidi7Y9Nbl1rIM5MLsFP5S2XOvwhbMB8lZ9NjuDqmycy3kibeem+HwQy+4k6jakb7X9yZE50Wsc3/0NCee0zt3Rvph6FGeJP5nB4aHMzwYyX0Eozz8xp6a3kNBOa+45NvO/aumi54L8oRUAq+JZIX6LVQTASVHz65OMtNa8uijIJhn5rCCfLMhGUzq3J4RbR9TrL+Gsb+P116mDLirq4/kxvaBDHnjkVU1eacrQpTBmnqLWaA2lSRB3D/mbg2RKgW/MQPIX42NwTLH1OSpNhPTzOdX0hOLkgMokaVvsHrHYHzG7O2b8ztjE8Ze8MbvauWvn6WnDQ+zP7yNBNRuFhHpupxKAcgfwx7Buwh03TeaEu4CzL+aLZQFwOII7x6Jlb9yS8o9xz0TXxGI/331bTC7DrSZ5nO9LZtFOH/LUEHUqAgGE9P1QdgKuOdjresa8Y1CbAvSV8RGUxnFcGYO6F0h/QlNz13Wb7+Umtn98KOTv+o2Zx5ZjXEwkqmd/amz854j/aF/mZQhsmnDZMpe0DnfM/G4j82vNPe+b+X9S6R1uFFoBcH88a8RvsYoASGvNb04ykqrm1XcnlGkpQmC6oJinxNMF8WSMNz2hHm7i9Ndxe2voqIf2Y6KgQ+iF6CCiUt4p8VdaksRpoNZnC2UoBY4yZ4EchbskAFxdoooElWeofCHvTc3dwhRiKY8PJS3z/gnz3WPJ1XN3xuH+gveSgrfmxUqRGzeB+EEU6NvAGwhxBTn0I+gEcDuXFAB3AX8kGnCnB9s16Fw0Wc4JANcz2u9UtOzND4gJx/MbbX96LAQ7n4gjuLcmQsAPhJDjrty3rL1bIrea+5XjciS6J4jl2cu7BiswqkqigRbG+Tw5NsVYBme1fVuU5WhHInU6NM7dZeLfQU72bgcyT7Vx/N6lScXakWMtzHK5Xpn5f1LpHW4cWgFwMZ5V4rdYRQDUwBfnBcd5xUfKmpdPUpKjhMFJSudgRLy9RvzShHBtn2B9Hae/htNbw+kOcLsDtBeivQjXD/HdgNjx0K4PnoN2PPnfeT4kRNeouoS6RpWSD0ZVOarIUGWKKjPq+URepuaulF6ckeyfkByMWBwumLw/ZbY3525S8taKZh47LzcJPcQx+TbmYG0qWScHNbxSigC4A3xg1MT/vzQBjACo9yXyxx722nZEgz4uIX0Htl8SMg2iZhfQGZjDVHtCut2B+AJsKgnPb2L/o1iIVGsRBrUsoaTuX5pyc24Q5ch71zPC/tzuIM9kZ5GYSJ/5REg/7kk+futrqGtTncycaF4gcfw2DBREcBweCpH3gJcCGYsl/jtInP+HEDu/60uKjH3E/v9h871V8dyRP7QC4DyedeK3WEUAgJiBZuOU49znlaxie5zRu9Wle5LSOZoQbQ4I10ZEmwOCQRfV6eN0BzidPiqMUVEHN4zRri+k73hoywTnoWuUKfqh6hJVFdRZgk4X1FlCvZhSzyfoxZR8MjclKaekRxNTgWvObG/OwTjjTipJ2lbN1XPTiF/TmH5SxNEbArdMBau1Gqparrs1vDI5KwCUEQDVoewIugMhRteXsNDjOby3DxsTCZO0uwBbEyCZCvnanPhRR7KGWiHgh7IjUEq0dte9uubt8uc2MqjIZedgSX8xFmIH42DebspUQqPtn+xJrh4HOblrT/vacowHx00s/3bQHORaTGDXnJp+FREa1s5/aOb5No3J54k4fFet4auU+mHgDyPj/lngP9OPmZ1bASC4JuK/MFfU01jXVQVAoeHthewCPlBU3JrmrB8mdG91iNdndLY6hAc9/H6HYNAlXOvhd2NU1EUFESqM5G8QoVwXPF9SOjhLU2Hz/ZQFuqrQeSqvzPxN5xTzhGw0I5/MKaYLstHstNj6fG/ByShlLyvZScorSzCen4eHwSo1fC0etD5zZV4REp2SIZq+D2yaVAsbptLUHYASXjG1e7sDUDNwUyHA/BhuFQ1B2gNPo2NTB/gd2Fhr0kTYpHBxX8w5iTlsdbRjCql0RABFcWO+sfZ+q81fFOdf12ft/rk53ZvNhfC1cfgONsXEZNsGERTJ1CRoG4nju4fk6on7Inxsfp+9qThsNxAbvzX1LCZwp5Q5ecV8HsTmVLSZ33Uz39HSGqyCx17DVyn1+4F/E/i95tL/A3w9UvLxseJFFwDXqPHfU8znaa7rqgIApB7AZJqzm5ZspyW3ThLWewHxekS0NiZaj4iGIX6/g9+N8LsxfjfCjQIc38OLApQfgONcSv7UNbrIKdOcuiip0pxinlLME/k7XZCOM9KTlHSUnhZb38sqKVX5gIe2HkXjX7GGr8UD1WfOkYNdA8SW/TIS5/8uoulvZELA28bxagXAbWMC6vRMds+paLTZFG4nTUx/b02IrzMyES8j6I9gfav5zGYHjXomQ6iJzEkXJvKmbA5s+b44bq0AUI74cGpTiN4Sf5mbw2FLp3v9sPE72OdaIWKFxGwkFbimiABc1vahif3fNRFRL9FE9VhTz27dEP82Mn9lJjVqrGB92cy3NvOfr7heT6KGr0aEUoD4xmxE2BPBiyoArtnUc1EN36e6rg8iAEBMQSdFzm7qsJ1KdbDtcEbUDwkHAeEgJByGkjK6G+BGAV4USPI438MNfJT5361cB10JYeu6psqL0wNmZZpTpTn5PBen8zgjm2Rkk5x0mnGQVZwUFQcrFFu/bNyPgr29vStr+MLD1WcuEXu1i2i4A+CDNALAKSU08bwAqGp4xRRwD2PYciAcy4/p7RJu35UIoc7QpIjeFi17egyTEqaH0D+E4YbsIGxtYJtSujMQm36RNUReZvI3mctnF5l+lLH7u57sGLy1RmD4oSn7awj/1P5vYv/HpvqWh1Tg6m/I7kM5siNYjCVXz66Zrw8gcfw2qsfa+A+4gPiN76QCvsTMs0KI/y5P7oTvlTV8tdafVUr9vOmXAj6ttf6tixp7XDV8XzQB8Bhs/Pf8Th52XR+khu9VeFABAGYnUNb4qmA79BguCgZHDkPfJe76+LGHb/56kY8bODi+K1lETSoJ5Sq0KRdZn54urqjymjItKJKSYi5/k3nBuBCiHxc1B1n5QPn3z4/3UbFKDd+Hrc+8gdifA4TQYsR+/SHgLUQIcE4AuIidvwReHsFw2KR79kZwXMvnsxFsL0TbDkJTFSyWQjGzkRECxxAfQ9/UBI67Yhu3uwFrjrEOX6vdW/I/f8LXkr/dFVzm8C0zESLzCUxNTXhL+r01GavrSvs29v8gF+ftEEnZYKObbJWuu8jnr5p5XSb+d5BnfMR8X5l/7y/N/yp47DV8lVKvAb8LUQIAflYp9Qe01v/0/L33q+H7qLCE+DwLgSfp2H3YdT1fw/dRYQnxQYVAoeFOWnLHOOCGvsNwlhO7iq7rELuK2HXwXYUbuLi+e5pHyHEVtSF/XWmqoqLK5UBYUtUklWZu/o6LinFRr5xs635jXBWf+9znyLJ7i5F/+Zd/+apNPFR95teU0q8AbyLEYu3Qa4iG+g73CoDNRExCd8xnr4ylylcUmxw+CcRz2aK8lcP2XVjvNzH9HaPp9xMh33kqKaLVXLI4d7oiBKJOY+KxkTvLhbuughUYedaYgtKFkP5iLrXaNSLwtqLmxLGN/7ex/yemroENix2asYK0dTKXubBSec2RdpaJf2Hmcw0RninS5pvILuHaDnldQw3fPwp8Tms9M9/5KeBrgXtI4knged0FPGbiv2gneaPW9WF2ARY11iwkFO0APc8hcBSxKyd4AxPH7y7Nc6XlHEBuTv4mlSavNbPy0ch+GQ+j7X/t137tpZ+tWMP3oeozK8T+XCBE5CLmiojGbvgOEhnyoVKif4JYfAGecWq+CXxgDluZEHtsTs3GE7Fz7wLjKWxMZZdg6wLHPSH4QdGYXpJaBAFzGWgHERT2hK8XiI3f9S4N5JJwUG3MRVlj2lnQHAIOgaHTmJx8v2kvz0yWz7E4aBMzF2vmfi8w9XcnkrJhBxEgNpzTC8V/YG38CUL862bxUkQwvomc+H2ZayzgfgWurOGL9Pk/Ukr9d6ZfXw/8D4/43EfC87QLeELa/j01fLmB6/qwu4DzqOGh7PHXiccVxrlKDd9Hqc/cQezXFXLYyzEPiRDzhYP8cN4CPlRL9E/YFfL0c9Fg3wUWJbx0DIN+k8M/yqA3hROEJI/HsDGWe6wQOLXzD4Wwc+PszXIh7Mkc9Lwp0mVfl2V0rpZe2tzjIYQ/CEyh+tjsKoyWb807yUwyb1rS7yFmnF7/rNN3Mm1i9bcQgdkxuxSbtsHa+D+CaPzLxP8GklLjA2b+V8WTqOH7d4F/B/g1ZP5+Wmv9Dx/xudeCZ1kIPOHY/Ytq+N7Ydb0uIfA08Lhj91es4ftQsOLSkty7CDGBCIAAIS6FpCL4IqI9b80lK2U3Ai8VzXcXcWDenkoaaEvuaz50MqlZO0aEwNEUBlMh42VzS7hUMOaiE75VCWUt/S6W+g9N1UYfiJ2zKSGWT/haDV/XTZTPfAKTXFIupDQH33pm1+E48uxkJofXdhFif9XMT2hcMgsTx2+jer4EsfFbU48l/q75rj3gtaraom4q8V23zX8V3NS5WMZTOrD1ea31ShEfV2FtbU1/3dd93XU0tTKeBSHwNA5svf7669e2rgAfUkr/RZqwwylCXHPgNZodgEaI8S6ixb+K+Ad6RtstM3HgHpnPNxBtuB+Jpu16Qp55JgQ5Mc8CIcA+QrRRLGaT0wRuS9B1E9IJzeleXTeEvhz/76h7TUNWoJSZxP7P5tKPmfm8jwl7NaRv+50upPTiAaLVr5u5sWaeqpCUDdaBu46Yc2xUz3ni/5B5lkJ2N/8F8K7WVxLFc3nC92Fxk3cCz8sp3aeBm7wTuGmndB8FGULoNu68jxDTe8AXEO12G9HsBzTmk/cQs8jLOQxy8CNY8yBKhcwPEKLbSqVGgNWgY0PwvUySts1qId4dwJ1Ddy79iJ0mzYLV2k8JfQXv6KmgKM7uHtK5+BUWiICrzNg2gZ55ZhCa8M5SHLoz47w+RLT5VxFt3gZgZfNGMB4iTuGXzHzaqB7r3O2b7y8T/12zDqugJf8LsEy0T1MQtIR/vVgm2qcpCJ4nwl9GgJA83CsAdoDfRiIHXkI01q65LzKfz5DQsY0U4sBozBn0StkBHCGa8vZcCsJ3zE7A2vm7pWQSzUz0zQIhyqoGfyr9ixCBEyBCwAvPHvCyWD7oVRoTUY4Qa4q8LxATjPVndGkcvq4tqVhDOoPFUl1jECG4jpRetNp+ksv43kcEyYfNPXa3NEN2A9a5+wFEOC4T/xe4xlDPFx1PWhC0hP9k8KQFwfNK+MuwmuxlAsBH7Py5+ayHEJvdDewiGv4t4KWlXUDXgzCHfi0EuoeQ6EYKa6n5vNscwIpiERhVJTb4vBTCzhCzzAnGLl7KwTPr/F226lhnr3X8Yj73aMJXIyDwGh+D3VHoWg6QZXOYl9LnY9POhvlu1zHF1mm0/X0ztnVE4++Z51U0B7jeQ8I57dzCWeJ/lRcwn/+TwEXE/CgCoSX6m4GLiPlRBMKLQPQXwUG0UQfR8muEqLo0UUABzSGlDyImj8D89RHC20WcuS8jBN/1TGlEoJtLiOgEIfEDoF/C+li+GwZLDt9AHL7LIZtFBnUJRXk2ksdG+FjYyJ/liCDfa1I7nA8RrUoh/DyRyKKZ6d/pKV/E1LVM+nUpwuGYJiXzqwj5WzNPbubifWTn82Ga8FmQHc4dRGh+2MzZqimdb7LD9wBzJuQKbCHmsevCTW7vafXtS7TW29fxwHZdH3tbD9Leta0rPLW1vcnret3tXeu63ljyXxVKqV+8zoiFm9zeTe7bdeOmj7Vd14fHizR3N3msq+4QWrRo0aLFc4SW/Fu0aNHiBcTzQP7/ywvU3k3u23Xjpo+1XdeHx4s0dzd2rM+8zb9FixYtWjw4ngfNv0WLFi1aPCBa8m/RokWLFxDPHPkrpTaUUj+rlPqC+XtRiUGUUj+slPoNpdRvKaX+krrkRNWq7Zl7B0qpHaXUp89d/0NKqX+tlHrD1DI+/71QKfUT5vN/rpT68BVjvG97S/d9q1JKm4yMD92eUupDSqmfV0r9f0qpX1VKffJ+7T0OtOt65r7nZl1NPx55LR6kLaXUVymlPmt+J7+qlPr2C+65trVdoa3/Uin1m6YvP6eU+pLL2lqlvaX7VvqdXAqt9TP1An4Y+D7z/vuA//6Ce34/8M9oDud9FviGh21v6d7/Ecl//umlay5yav1LkcOKvwJ8xbnvfS/wP5v3fwz4ifs848r2zH19pHDK55B86w/dHuJI+jPm/VcAb7fr2q7rk1zb+63FQ/xOfgfwZeb9K8gB2rXHsbYrtvVvAx3z/s88yd/J/V7PnOaPFI3/MfP+x5AC1OexXFw85P7FxVdpb7mg9T8599HXAG9ord/UWufA/27avOwZfxf4xss01hXbA/gh5D9Cekk7D9KeRk6fg5yiv3NFm48D7boKnrd1hUdfiwdqS2v921rrL5j3d5C0OcsnXq9zba9sS2v981rrhfnn52hKn16E6/6dXIpnkfzPFI1HkgSegdb6s4AtLn4X+Bl9SXHxVdpTTUHrP3fB9z+A5FuyeN9cu/AerXWJpOvYvKQ/V7anlPpq4FWt9euXtPGg/ftvgO9QSr0P/GPgP1mh3etGu67P57rCo6/FA7V1rt2vQZSFLy5dvs61XaWtZfwp4Kfu8/l1/04uxY1M7Kauv2j8+0qpP44kwHvg9rh/QeuLtIHz8bOr3LPSveY/yV8EvuuS7z9QewZ/HPhRrfWfV0p9HPhxpdTv0VqvWhRotY6063rpvc/yusKjry1n1+LPAbeVUt/wkG3ZPr0M/DjwnefGfJ1ru/JvQCn1HcBHkZKnl+G6fyeX4kaSv77+ovF/AUi11j/8kO3dr6D1+0gyPosPcu/22t7zvlLKQ7bgx5cM8ar2+sDvAX7BENZt4CeVUt+itf7Fh2gPRBv5QyDatVIqQpJIXTQXD412XZ/PdTXtP+ranl8LH3hdn6sdvGJbKKUGwD8CfkBr/blzH1/n2q7SFkqpTyDC6+u11vert3Ldv5PL8TCOgqf5An6Esw6fH77gnm8HPoMINx/4OeDfe9j2zt3/XZx1DHpIfYWP0Dhofve57/xZzjqP/vZ92r+yvXP3/wL3dwyu0r+fAr7LvP9d5sem2nVt1/VJre391uIhfieB+W38548wdyut7YptfTVidvqyFebqWn8n933Wk/4hXMMPadMs7BfM3w1z/aPAXzPvXeCvAr8F/CbwFx6lvat+mMAnkRTmXwS+31z7QeBbzPsI+DtI2u1/AXzpFWOkAHz3AAAC7ElEQVS8b3sPuvgr9O8rkCiaXwF+GfiD7bq26/ok1/aqtXjA38l3IIW2fnnp9VWPa21XaOszSGCC7ctPPsnfyWWvNr1DixYtWryAeBajfVq0aNGixSOiJf8WLVq0eAHRkn+LFi1avIBoyb9FixYtXkC05N+iRYsWLyBa8m/RokWLFxAt+bdo0eKFglLKfdp9uAloyf+aoZT6sFLqXyml/ppS6teVUv+bUuoTSql/ZnKQf83T7mOLB0e7rs8OlFL/QCn1eZPP/3vMtZlS6geVUv8c+LhS6mNKqf9XKfUrSql/oZTqK6V+t3n/yyb3/peZ737H0vW/aoWHybv/S6aNn3uKQ344PI0Tf8/zC/gwUAJfiQjXzwN/HUnY9EeAf/C0+9i+2nV9nl80p35j4NeRU8Ea+DZzPUBSKHzM/HuApFX4y8CfWLonRtJi/EPAN9f/CvAnkRTR7wEfWX7ms/S6kYndngO8pbX+NQCl1G8AP6e11kqpX0NIpMWziXZdnw38p0qpP2revwp8GVAB/4e59uXAXa31vwTQWk8AlFKfBb5fKfVB4O9prb+glPpG4PcB/9IkUouRZHJfC/xTrfVbpo3LEvrdWLTk/3iwnLWvXvp3TTvnzzLadb3hMGmgPwF8XGu9UEr9ApKnJ9VaV/Y2Lki7rLX+W8Ys9IeBn1FKfbe598e01v/1ued8y0VtPEtobf4tWrR4njAETgzx/05EQz+PfwW8opT6GICx93tKqS8F3tRa/yXgJ4HfiySP+1al1Evm3g0lNXg/C3y9Uuoj9vpjH9k1o9VWWrRo8Tzhp4E/rZT6VeBfI2UTz0BrnSsp6v6XlVIxkCC7hW9HKp8VwC7wg1rrY6XUDwD/xBRSKYA/q7X+nHEm/z1zfR/4d5/EAK8LbVbPFi1atHgB0Zp9WrRo0eIFREv+LVq0aPECoiX/Fi1atHgB0ZJ/ixYtWryAaMm/RYsWLV5AtOTfokWLFi8gWvJv0aJFixcQ/z/sjUS8xImftQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "defocus_coefficient = NWAVES * WAVELENGTH / (2 * np.sqrt(3))\n",
    "coefficients_sequence = [0, 0, 0, defocus_coefficient]\n",
    "\n",
    "osys = poppy.OpticalSystem()\n",
    "circular_aperture = poppy.CircularAperture(radius=RADIUS)\n",
    "osys.add_pupil(circular_aperture)\n",
    "zernikewfe = poppy.ZernikeWFE(radius=RADIUS, coefficients=coefficients_sequence)\n",
    "osys.add_pupil(zernikewfe)\n",
    "osys.add_detector(pixelscale=PIXSCALE, fov_arcsec=FOV)\n",
    "\n",
    "psf_zernikewfe = osys.calc_psf(wavelength=WAVELENGTH, display_intermediates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZG4ZTJopgxeQgO5lvGfPA888/36+7rsvlpMGVV175SdJhjMIlng5Vhu5obtV29xSEuz9os9tQMRkYJ1fGyBSocqWioiLgJHGVvjR917s2esbJqZXWsSmoC6yKijXiuuu+wRUf+fDINDY7vx34J+Cd7v7O4vbVtMNzfxPtkPYVFRWnGMbJlTEyBapcqaioCLjuuuv46Ec/OjLNzMzMEXe/X8/tITJFaa7OwaT2kYKijcq7UjnVV9bVwIOK6+8bU9aGoZoIVlSsFe6wcGT0C2529yf1EKGPAueZ2Z0shbi+CLjsZHahoqJiwjBOroyWKVDlSkVFRYGlpaWRrzEYIlMuownV/0jgPZ6i6V0GXJSjDN6JFDX3IwPLLHEZ8LM5muB3kWThtcC7gYfmsPtnAA/N1zYFE7uDNWPmc6S9Paf7sCUjdSDuCS6NSD+TX7PFddWxFPJ31RFfZd5YRlfds7nushyV1bWvGetYyfdRKOsZ972rnrLPq+l3LDO+Flg+/jNFGRGLNM+tq27lj/WVdZTprUl3nbvfqiNpAYelsWcc7jOzS+jQNrv7gpk9jSQIZoHXuPsnzey5wBXufpmZfSfwF8AZpHNCnuPu9xjftoqIKlfadazk+yhUubIpcqVXpkCVKycLu3bt8tNPP32zm1FxCuPaa68dJFPcnbVEDh8iU0jH5rzBzK4i7VxdlPN+0szeSgqnvwA8NZ+jRleZ+frFwH8nnQ/5r2b2Lnf/eeBdpAiCVwGHSEdu4O43mNnzSIs2gOe6+w2r7vAaMbFh2reZ+dmkkTtIehoRO4FdpMMXNHEtkrzpDtCe6OZIcWh3AvPA9nxdk/f+XMehkGc2l72TtL+pCX0m5F0iHaBwgOagqaNFG7cDO0gnfc7n/PO0CUKJSOQ00S+G60vhPRKRUU9ShMDC59nwbsV3wvWu9qkNx8M47CcZ7h7NYyFsz2OxkzSmGodyLPX8DrP8BONdwG7SOM6GvEdz3YdJh3nE34nl+vT89Ds5QHrWsY2Qfie7c10A18KVI7bKT+B+9/kOv+IfRitJbO/trgLeS785T8VJQJUrCVWuJEyzXKkyZTJwzjnn+JOf/OTNbkbFKYxnP/vZg2TKfe97X7/88stHptm+ffugsirGY2J3sJw0Wd1cXNeEuI2m8cdJp+aVZAbSRHgWDflQ+gXSpH2INDEKc8BtSJP3tpxnnmayXsj1aLI/nOsmpz89v7bnslSv2qrJOJKXpVzGIg25OJo/L4RrXZ6EIgSzxXUh5hGx6CJNVrR1NvdB12Zz/0SmZkIalXVaaOtC7sNNpDG+Kb+20ZCi7aRnOZPr1DNdzONxFPhaLusQDXnZRSKXc7kMEa29pNNa9TydRM4Waf9m9uT85W9G4W6gIcuD4IN2sG529yetpNiK9UeVK1WubCG5UmVKRUXFijCpmypbERO9wDrYcX03aZKS5vA4DaGJmkMjTcy7aCZwSCRAJOYADYmBNEFKey0yAGmClCZUk3skQJrQNbnvYrk2WQQoEiq9FnN5CzQkIrZLJEXa4NniO7S1r12IpjbSWh+nIV/6HusVcZjP7ztpiJJesX9z4f4ijUZ5d+6fCOSx/H1nzqfnKXIV+3icNlnVM9MuQKktlyb6FhqCdih/FoFSfyzcj+j63Y2EfCVGY6Q5T8XJQZUr7b5UuZIwpXKlypSKiorBcPchflYV64SJXWB12d3vok2ClugmNNF0ZzsNQZAW9Bba5j5KHydKmZrITEXa38O0td87SZrsHTTEYQdtH4hon682ROIjrepiyKN+atKW1juaFEUfgpmQt4T6GTXb8SUydCy0Sd81rrO5zdtoEyMRvmgKpM8axx00plfX05DIYzmdnpPMrGJfTst1bqMx1TlGOtr7OG1t/kwuS8QomvYcpiF8kTyJuEYypN2E4ag7WNOCKleqXNlCcqXKlIqKihWh7mCdPEzsAquETHgiCZKfQqkd3UuaEDVpQzOxHyaZd0ScmdPLPGSOtjb4YM4XtdnSLu+imawjUYnkQxpqTeILud3SKkNDLDSx63OpWY5EA0YToBKxTRqTaFIUNc8Lua9qozS+h0IbF2ib4ESSqrbtyOWJzEDj/3KU5AEpkiTNszTYsUxpsL8e+rKfhmRFsyuNh+U0+n0cI427SJfI0O7QLmHscinCl+oO1pSiypUqV6ZYrlSZUlFRsSLUHayTh4lfYIkAaUJ02oSmdFi+FW2/iCUa5+No3iHCVDo4L5FMg6T9PUgy3SGn2Udbs6wJOvpAyEH6ePgctZ5ydN9DQyJklhJf0Vl9CNEh9C9ipXmjs3l8STsuLfENNOMvbb20xfPhNReu76QhpUdofBtEME+ned4iT8orH4eDNATnG7TNtuTsPp/T7slpRHKOkciUyPI8zQ7Gbrr9bQah7mBNFapcSahyZarlSpUpFRUVK0LdwTp5mPgFVukb0UeCIrGIfhHSLkbtsrTDO/IrkqBFGo1ynBQ1ycbJNmpVI3E4SEOkRKqgmdw1QUc/hFKTPMokR5+XOu516Sa6tNFlpLEytLO0sFETvY22P8e20D+Z16h/6qt2BzRWUXsujf52GrJ6Uy5LvielRn0XTcS0W2j8IG7OZYk8Rf+J0/J3+Vsowpug35cc0FdMhIbtYFVMEKpcaVDlSpUrFRUVWx/VB+vkYqIXWNFEI/pG9JGgHSz3i+gy3TkjlK30Mts5RhOSWXWcRTMxS4MZSYQcyo+F/Edom+nso+1PETXLMbRwRNT8KnwytP0cSj8IwvdYZulPEX0toE0clMaKfLO0Cd8czZgdyf0+ml/yGRGBKrXyc6E8hZw+SNI8H8pliCxqzGTesyvkj6RlP2lcoe0/sSOk6SJD0axH0cjKUMsjUU0EpwpVrjTvVa5MtVypMqWiomJFqAusk4eJXWAZzYQXfSNKEiRzHDmRQ9svIoZKlimOIoBpoozhlaOzuc47OYPGPCVGiRJBkXO18h+icSiX1nUvTYjl6PtQapSdNvGJkbiiU7sikEXncuXvGktY7rweSUkZUSwSozK/NNCzNH4V0thH7fqB3C75oYhkxHKjf8q2kE9n12yn7cei0NbKf2ZOp9/E/ty2Lv8JjYUIkMiQCG4kWooKNxjVRHAqUOVKlStbSK5UmVJRUTEYaz1ouGJlmNgFls4VgUZjXB4SuZfmLBppQ+U4fjONpldnmSialzSPpWZZE+TeXLfMiHbTJizHaPwg5FC9SDOxn0vb1l8azFhGJDwibvGAzSPhXjTbUT9FXiI56TLZ6Yv0JTKleypbRGiWRnMvrW0kjyJ6sR6dVyONu8bmBhridCbNGTPzoUyN83YaH5UDNM7neib7aAiR2nUaiXzupzlDSNr9naFc7RJAmwxdTxOeWb+7bcC1DMQWNOUxszNH3d/M09HXgipXqlypcmXzsFXlSkXFtKDuYI2Hmf3EqPvu/udDypnYBZY0iTqPputsmd20SZAiUkXHb0gOztJWyidCmusjNOfPQBqQM2i00ZHAiLgcotEqH6bRpipi1Wm0w/xaUUaMrBXPqzkevkdyopDD0ecglj3Kv0IoDyGNh4yWZEzjfJTG/EYRyPS91JZbHiunITgyeZL2/QjJn0IHgup5xDHaWdQpB/j9NP4ZIjNRM6xy9Bx1uKdMifQ7mSf9bpxmF0LabRFZkazhGBSmfdrMea4kDVOf286dT25z1gdVriRUubIl5Mq0yRTYonKlomJaUHewBuHHRtxz4OQtsMzsfOD3SXPRq9z9RT3pHgn8GfCd7n7FuHIV2esQy0lQ6Ruhc1+iWYfS7qZtbx/PiImRpuSkvpdm8tQsINJyjMYJ+li+L98Lme2U5irqSzTL0cGYMSqYoBC/kXCIkHWZ2fT5WpSIWuYucyG1R309Etp3OLdRJGEbjfZW7YqkSGY+0Jg0HSYRof25rF00GuzopL4jfD47jLf8XkTo9IyWaH4Le2gIjsjQrvw9np8jRDJ0iIZcDRnPExh20PBUmfO4+502uw1VrlS5UuXKSLkyVTIFNl+ubJRMqaiYBtQgF8Pg7j+3HuWseYFlZrPAHwI/DFwNfNTMLnP3TxXp9gIXAx8eWrYiZ0XHYEXbir4RIjaHWG7qcxpNNCdpmXWw5wHSJAvJ7EPRvDQRi8Qs0JjtyExIGsxdJE222iMNaYTqlHb7WO6XtMrQPmgzak9FEDQ5R80yLHc470PpqK5r0cRH7ZEfxiEaJ/1ouqT2iGCKYOgwz9KJXeGQt4dyRbqkRdf96LcxQxPqep407jfmNu6hMQ+Kfh/7WO4PER3WSy3yUrh/mMZEaZYVwAftYE0lzMyAxwJ3cvfnmdntgdu6+0c2uN4qV6hypcqVKlfWsc4NkykVFdOCuoM1HGZ2G+CFwDnu/jAzuzvw3e7+6iH512MH6/7AVe7+udygS4ELgE8V6Z4HvAT41SGFLpEmvjiJbSOdRxOjdCnkcdQw72P5oaDxnJWvhnK3k3wbYlqj8SU4SjL1kSkKJHv/3SGPDrIUEZH2VqRHpiIiGDM05/Cozp20iU8kYn1az1IPMepvE0lS9KvoKzOa+KjdMjdSn24K/Yk+BuqTCEw8O2Y3TaCAgyQ/CvJ9kUoREZlV7cnXzwK+QnrW0iDflkZTPZ/T7SL9BvbndDfkdwUiiL4T20k+EdrJOESj6R+OrecrEfC/SI/5B0n/4f3A24Hv3OB6q1yhypUqV6pcWUdsiEypqJgmrHUHa9wusJltB/4EuC/JFfVCd/9CvvcM4ImkKeBid3/3qDLN7E7ApaTp8WPAz7j7MTN7GfDgXOUu4NbufnrOswh8It/7krs/fA3dfR3wWuA38/f/AN4CnLQF1rnAl8P3q4EHxARmdm/gm939r8xskNCKtuyQGrqXtm+EfAxuoZ8EzdJoS4+QJrp4Bo0Okoxn4kRzG4UJXqDRrkqzHJ2z1WanfYZLNNmRVnUbbX+K0q8ClhOVLu1w1/U+dGmnu7TWpeZaUbhi+GT5dMyGfh4jzZAy8REhkr+EXtImq88LNLsJx3MehVgWKdUzl9mUTHsOkX4j2h2AxjQoQiT5Fhp/CD23edLvJQYvOEDVNAc8wN3vY2YfB3D3G82sHOKNQJUroc1VrlS5ssWwGXJlQ2RKRcU0YS07WAN3gZ8I3OjudzGzi4AXAxfm3Z+LgHsA5wB/b2Z3zXn6ynwx8DJ3v9TMXpHL/iN3/+XQpl8C7h3qP+zu91p1J9s4293fmheGuPtCXsANwnossPqcVdNNsxngZcDjxxZk9iRgmU25kYhDPCBSTtNxAoPlJGiGRrMpjTQ0kaNK051IZA7RmNzspDH12R3K79IuH6AhUXoSe2hHuYohfKVZjigJToz6VZ5XU55d04XoUxE/x2sxkhe0SZHauJj7cJzG70QmPgdoHPzlNwLts2OiJl0kdRuNz4qep/osDbyI1N5Q1gGStlsEVP4q0CZDeubynYjPT+TUSWZCKiuS8LEY5oM1jQ7pAMezUHUAM7sVozn3eqHKFapcqXJly56DtRlyZUNkyr59+9apeRUVG4t18MEasgt8AfDs/PltwMuzSfAFwKXufhT4vJldlcujq0wz+zRph/sxOc3rc7l/VLTp0cCz1tKpEThoZmfRyKnvohH9Y7EeC6yrgW8O378JuCZ83wvcE3hfGmNuC1xmZg8vnUfd/RLgEgAzOyH4RII0ucnnQJGgYkUlCVqg8YvQJCtttHwuIglSemkxj9H4UewIr0gSpH0VCYhmRdK27qNtciLn8lhOJD9d59Poc1eY5SF/mZnwLuKjvkv7a+E9OuNHwrZEoyE/ThrzYzmNSORBGtOnGEEr1jFDo8EWGdIzWiSRzphHJjaz4bv8J9R/9QOa38teGt8JPd/oz6EoZTojR+mGY5Cmeeoc0jP+APgL4NZm9gLgkcBvnYR6q1yhypUqV7bsOVibIVc2RKacc8451amlYmqwRh+ssbvAMU3e8bmZZIl9LvChIu+5+XNXmWcBN7n7Qkd6AMzsDsCdgPeEyzvM7AqSuH2Ru//lSjpY4OnAZcC3mNk/krwJHjU083ossD4KnJdtJb9C2gLUihN3v5kUtAkAM3sf8KtDI/NIuysN7RLdh33uIRGmkgRJ8xs10lHDXJIraa/l2L6dJhyKo8MkAAAgAElEQVSzzFOi6Y7MiY7QaFwXaQiQHK01qattUbMcNcnyTZC5TNRgR6IEy01wRkWoioQpaqVjGaVGWCQkEo9Yj4jdIg1pksO+CNH+/K6IXzES2kz4rro0jjfTmPZEH5aoQZ6hea4iMNI0RzJ0Gm3tsUIn676c0zXWK9IyA1vxvBrB3f/UzK4Efog0bI9w90+fhKqrXKHKlSpXqlxZR2yoTKmomAYM2ME6Oy9QhEuyQgHG7AKPSdN3vWuKGZU+4iLgbe4ezfZu7+7XmNmdgfeY2Sfc/bMdZY2Fu3/MzB4I3C235zPufnxo/jUvsPIK9WnAu0lz2mvc/ZNm9lzgCne/bLVlz5GWsJF8HKB9eOdOElGJDsZyPBdZup40MmeSVFRn0pjROI3ZzQGaSFQK2Sx/Cmk7oa1ZlvmJtK/bSWov+QuIXJTER2fDSIN8lCaUcTyrRqRpD20iEv0H+sxvYn2wPLqXyJUIgPw6lmi3QUQl+jnIWTw6m++i7YR/lKQFlpnPDM0hnVHzPEdzcOc2Gi3/AZKjeIzwJkIVgwDsz/Vcn9scD/eUg/pOkvZbZxMdptltOI3mOW0j/RY2YAdrKmFmD3H3vwf+PVx7nLu/fiPrrXKlypUqV6pcWU9spEypqJgGuPuQHazr3P1+PffG7QLHNFeb2RxJPN8wJm/X9euA081sLu9iddV1EfDUeMHdr8nvn8tKknsDq1pgmdnzgGe7+yfz99PM7JKhYdzX5Rwsd38X8K7i2jN70j5oaLmaoKLz+SEaEgT9jufRfEdOzKfRPkQ0aoo18R4jEaWo4Y4kSKGRdSCozpnRgaA7Qh3Sjs6EvDLDEfERqVK0KZm5iNSJcIgMRq0vjCdBQpfTetRui5zJjEY+EPouh/roPC8H/qg9jyZCc7lcBQGI/hTxQFD1QWGkoy/FDaGdTkPCRAb3hP7fSNs4dmd+F8HR+Cs89/5cjsyDVOZpNFHIBmGYD9a04plm9pOkiFp7gFeRHuWGLrCgyhWocqXKlSpX1hMbJVMqKqYFa/TBGrkLnHEZ8DjgcpLp73vc3c3sMuBNZvZSUpCL84CPkETtsjJznvfmMi7NZb5DlZjZ3UhT8OXh2hnAIXc/amZnA99Ligi6WswBHzGznyPpOP9nfg3OPJGIZh7QTMa3hDSzNORDtvfHaCZemXmcSUOCNPl6UabCHW+n0YbGiFNKL9OgQzSa2n00mm6Z8GhiFY6H/AtFfp1900cypOmNpKokPaNIkFD+raJ5j9qwyGiyJid0mVXFSGWRtIoQqdztJE2v/EhUbjQhUjSwqGE/mNtxC00UsGiuFQ/3hCZ0ssiVfFvm8vsSjVM9uVz5sUTn9OhfMR5r1zSvNvRpdsB8Gym88evc/WlrashyPBD4FeCf8/dnuvub17mOk4YqV6pcqXKldb/KlYqKUwhr8cEauAv8auANOYjFDaQFEzndW0kBMRaAp8q0r6vMXOWvAZea2fOBj9MOj/5oUtCM2KFvA15pZjrp40XlOXcr7O8zzOz/kM7EuxH4AXe/amj+iV5gRRt2mc3EkdxHW1spbWkkQZAmNZGgORpScyS/9tNElpJ5h/wAopO6tK/SlsrERu2IzuaCtLhynBeZOEbbCTxGoOrSLJeO66vBKPIkUhM1z9toa5oV+UyhqWW+pH6rzNKnIprtSNN7NNTh4b6cw1WOzp05nN9353wimyI45HJuoPGdsKI8ESftVytP6Zw+n+sZTITW6CuxltCnpEfx2yTn7HuuuhH9OIPkcPpZ0hb9HczMfC1SehNR5UqVK1WuVLlSUXEqYh2iCI7dBXb3I/QEgnD3FwAvGFJmvv45mkiD5b1nd1z7J+A/jezACmBmP0BSUD03l/tyM3uCzBDHYWIXWLM0YXuladTEtIsknaVlXgrp4mGf+/Kr9I1QJCppmHfTOKjvpLHBJ5d9gOZMlWM0Z9bsDK+oWY5aZZGeQ7lumZXoYNNt4Vp00i4hMxRoyIqu69qov02Xyc9suBbNg/Sj2EmjhRYZ0rsOOT2Sx8ZI4yeNedQ+S3Ou8ZWvwiHgazR+D7tJxFJkZI60J7uPhtxeQ+PfEM2mNIZOc2Do13Mbz6HR3O8g+d/sJKkjDgHfIBHg02hCXq/oj7F2U55Vhz5194PAB83sLmtpwAh8iKQFeo2Z7SQRsH8EvmeD6ttQVLnSRpUrVa5Q5UpFxSmDtS6wTjH8DvAoKaXM7CdIEQu/dUjmiV1gCdHvAZroTWV45XgmDaTJci9NlK1ovhNJELTDJW+nbbqjCf8gTVSr0tQnasR13o0IkPwPpD2WWctulp/dUkLlRe1v6d8AbRLUpf6LBKgMjxyjeHVptSNpkgmMNNCzNA7sInvHQj9Lh3k9g0iQlFf90jipLTtot+cg7Whc5eGeu8I4yeRKmmSZCcXwydL+H6BN3rqeRz/WbMqzltCn162l4gF4iLt/Kdd7GLg4a3WmGlWuVLlS5Uo7TZUrFRVbH3WTeEX47hih0N3/3MzePzTzRC+w5Mh8gGaC30tjNiPn82hiA2kyjORmFAkSYZKGsfSjEAmTnb60oTJf0YSpyVd+EDLZkZnKXhqCIH+KLhOdqNmNZ9OorBitay16iOgErvcYmczCe6mZjr4b22jIzH7avhUao2jmMxfKnKXRVOv56RDR6A+ha0YaewUOgMYXovSd0BgpcljcCZBWegfpuVyf0x+gCQSwIrOpYaY8GxX6dENgZt/q7v9OavfZxe0VR5yeJFS5UuXKFpEro2SKuras1OJ7lSsVFacI1sNE8FSAmf20u78R+H/zmXglXjqknIleYCm617FwLTqUR+fzAySCs52kiY7n0URio7TQ+DlEEgSN9vEQjeZ6dy4znp0THeWjZvlwvhYnXJGnGMGr7Ksm72g2EzWiESWpWE045bJMaY9FdiIZiRppQQd9igxJyx61xyon9j2SsL35mjTCIp3RQT+SoX35XWToNBrtseqCtlP9LaFf0l6LNC3RhGHWM5c50WD4IE3zceBjwDvd/Z3FvbWEPt0oPB14EvC7HfecdML6VKLKlSpXtohcGSVToMqVioqKAnUHaxB25/e9aylkYhdYTtJcirTM0Zw3IwJynGQTrzNIINk7iAQpnQ6plL+FfCOkYVbYXTmd30DSfh7LZdyWdlQxme7E6F86DNRpzkuJDuql9jKeEyMNuD6LuEiTvY3mvJpS06syNcn3QSZBqttpfDpKXwg5mx+k0QjLz0CfRcTUt6XcZ5FIhZuWU7jI5h7aGu1Z0nNQhLav0XY8P5PGSX0nyXZlT75/M8k3Rn4OO0M9atcu4HOkZ3qY5OOiekWebk3jxH6AJjT2cKzZV2LVoU/XUukouPuT8vuDN6qOzUCVK1WuVLnSQpUrFRWnEOoO1ni4+yvz+3PWUs5EL7AOhu+a6DQJK+rUARoSFH0YRBqiOdAB0kQvMx9Nmqov+mXobJY9Ia0m8Gi2I+3k8VzfThqn5qgpjSSoJB0KXQwNwYj1lc7qihJWapfHESFoa53naftiqE0ieIrIJad6+TlEgiayKW1wPORznnZUtcVQp8oo/Sk0/tJcy9lf/Y3PC5rnqjJipLDtOd0+Emk6nMs5LYwhNM9MatuDrPCPMWwH62aRi+XZVx/6FMDMvpC7sM3MHgE8dC2hSSPMbAfwi8D3kYbzA8ArcqSgqUOVK1WubCG50itTUvYqVyoqKtqoO1jDYWZ3JkUR/C6SnLoc+GUFDhqHiV1gyc4dmsM5ZYIhMxSFQibfl7mMCIO0qZosF2gf3Bl9I0SCDtLY+XeRIGhIgw4GFWnaEcqP558Q8ul1mLZmWcRgLpQVD78szXYisRpFgErEv5bCJ0vzrDNoRNDmaXwfRNai5pnwuTTR0TU54muc5NQvojhDe4z25vwiQyLDIkPRrEfabZEnEdFtoQ16jsdpDpM9QttBfgftwAOHaEyCBmGYD9Y+M7uEHnOeNYY+veNKmrtC/Alp2HS43qOBN/S1ZdJR5UqVK1tIroyUKVDlSsXJhbvT47My6P5611fRRvXBWjHeRDrq4sfz94uAN7M8WFAnJnqBBamB0Ywm+hIcDmnkHxEP8Iya4GOkCXQvjTY6+kaIBGkSFAnSxKq00lzLPOg4DQFSudGXQ5CDtt41bSpKleqJWtrScRuGaZO7YMU7oUwP30WKRGCk0Y8+INI8E9qpd5Wjdi+GPh2m0TjLlEkESnlkVgUNKRF20vadcNLzXCI9Dz3nSBwVAUy/GT3rSOZ05s2u3D4FFFgR1rCDNeG4m7t/R/j+XjP7l01rzRpR5UqVK1tIrkyrTIEtJlcqEsYtdtZ7MVQXVytH3cFaEczd3xC+vzFbBQzCxC6w9BO4DY19vTSWOrvkZtJEeAZNFDCRoGirf4xkcy8Tnp20ydINNOY724Db0ZAaaTejecuNNGYpe0j2+9JGRwIkTfICjQabfF/RvxQ+WG2Pzt/leIikqGxoR/0aQoRi+yK5EnkQRDRiCGc5mosY6dwfaA7RjCGi1c/dNGN3fc5zMw3xipp8RWjblfNem9PKSbz0nbhNLl+/h2/QmHRpTE+jcYi/kXSOzVGaM4ri2M+TnBViAISxWIcdrAnGx83su9z9QwBm9gDSeTVTiSpXlo9HlStTK1emVabAFpMrpwKmabdomtp6slF3sFaE95rZrwOXkqarC4G/NrMzAdx9ZECgiV1gQWPvrokvnksTI3ZF0xmZ78RoXaXWWCRI2sfSfKeLBEUHa53Zspu2Lb+IhciJNMsKrSytsvJGvwLVJZFQOo5H7az8G0oCNO5AUGgTohjOOWp7Y1oRmiUabb/MfAh9O57HRuQuksJofrQ335ez/8HQJz3D+KNU+GSl3RPaJd+InTSkM547Mxs+byP9To7TBDmIRDT6qMzSEM1hWJsP1oTjAcDPmtmX8vfbA582s08A7u7fvnlNWx2qXKlyZYvIlWmVKbAF5cpWxzQtWKaprScT7l53sFaGC/P7k4vrTyBNL3celXmiF1jR90EO6Edp7O2NRCjk9G0hjc4pWaQhSyI30JAbmX+UjuciJtAmQUdoNKG7aWuYBZEfaWVFHOKBoNEsRZO6EIlPJEBR0xxJz0x47xIr8e+0GN4j4YmkpTSvseJaNNuZC309SmO6I7IonwOVtSt8PkSjqRZ20tZ678nv+2melwhQGW1skaRtjufTqCw5xu/O+RdJvyMRJNUnMnzzslEcAR8U7Wtatc3nb3YD1htVrlS5skXkyrTKFNiCcqVi8lB3spaj7mANh7vfaS35J3aBJbv5qL2VSUx0UpdTs/5CchCXJlMhdUVYFAFMGutDNCYk0jJHEiQN6mGaiFzROb70o5DdvjSwcjQXadIELn+KqFmOZ8kcp01+9JdQXepLJDEwmgiVmupIikSMYnllJC5FyFLUL7VDJEgO/7GOmeK1oyhTz0vpo5Z6jnao61tIzysSP7VTRGg7DVmeC+WIPIkY76fxi9kbypylcXAfbM6zxiiCkwx3/+Jmt2E9UeVKlStbSK5MpUyBrSdXKlaGkxUMoy6ulqPuYJ08TOwCa45kyz5P48B9kHQ2DST/hDNoNIfkdDeRtIQLOf/pJFt5TYZOE/1L5kC3pU2qovnO4VCntMtn0A4lvBjSSystsqOQzTLdiVplD3lFfKRZLkmJTEzi5B/NbqKmuw9L4V0mTyJHiuZVfo+a53ig52zuk/ogp3yd23OMRDZkIhXNdKQdllZZ5FZEc2dIr90GOfx/NacTcRWJkZnRbWl+A8doDnyVqdVukn/FNpLfxk25HD2f+ZxnluQzMQyDfLAqJgBVrlS5UuVKRcX6YsiCKKZZbTCMtSy86m7W+kQRNLPzSaHLZ4FXufuLivvbSVFC70sShxe6+xfyvWcATySJ94vd/d2jysxn+F1KcpP9GPAz7n7MzB4P/A8acfpyd39VzvM44Lfy9ee7++vX1OE1YGIXWDIfiX4Hiu4VzWj0d9HEfYgmbHLUHEfn84M0Nvq7aWuiu3wjCOlkOhRDAEfTnaM04ZAV+UtmPFGzvFi8pKGFhnR0nVejMkqn9ZUQIWmuYzjlaIITI3pp/GdoNMzxFf0WYljoWZpzaqRFjuOmPum4bCM9k8OhT0ovvwyFT9bz026Enq800zE6mQhWbKeIqe4fDnUpAplCNg/CsB2saTbn2TKocqXKlS0kV6pMqZgIrGRx1fU9Xu8qr+t6X9q+urvKPBUXXGvZwTKzWVLY8h8GrgY+amaXFefjPRG40d3vYmYXAS8GLjSzu5PCnN8DOAf4ezO7a87TV+aLgZe5+6Vm9opc9h/lPG9x91ZEvxx84lnA/UjTw5W5rBtX0VcDvsndv7zSvMJEL7DkBB1JjrSP8jWAhuDILGSOJmpUNPPRBC+Hcpn5iKxokla4Y5nv7KIhQTtYToIUBUsO5yJp0n7GskU8pD1XJC1oO1BLOypiUTqrxzbEMetDNL8RFsO9JRp/Avl3HC3aqHNrIjmJxEwhqiNRuoW2Bjs6m8+Sxii2Ub4Q6o/K0f1doW0KZy0SJHOdHTRn1Cj0dRw/ha/eQ/O70m8gavIHY5gP1tSZ82Rh+m53f8hmt2W9UOVKlStbSK5MnUyBrSlXKkbDzE4saIa8R3QthFayOOpLdyourmDNPlj3B67SQbtmdilwARAXWBcAz86f3wa8PC9WLgAudfejwOfz4eb3z+mWlWlmnwZ+EHhMTvP6XK4WWF34EeDvFN3PzP6O5O/55pV21N3dzP6StBO3Kkz8AitOeodpQuBGh+jy/BpphUWEoNFWy8xkPqQrI3WpviOhPJGguZAulrlAY1Ki6GNqo7TA0XRHGlhpcefDK/pSRAfxKA5K0SBt7iiUeSIxkl+DCJFIiwibXiJFizSksNQ4R3Ikjf1xGm0zoV/qqxAd1GdoHxo6R3P2jPxdpEWeCelF5o6RiNhhGjIqcqlzbI6SzH660gzH1jTlcfdFMztkZvvcfUX++ZOKKleqXKlyZXOxFeXKtGKILxSMXoyM2p3qMwvsqrdrcdWVr6vu8n1o2081rIOJ4LlA3NG5muWH7p5I4+4LZnYzyfr+XOBDRd5z8+euMs8CbnL3hY70AD9pZj8A/Afwy3mnqat9Mc9K8SEz+053/+hqMk/0Agsa/whJ4bNotMhGEwHqlpzmTJJ/hIhLJFPyj9hNc3aNTHik0T5Ccx6NNJalb4QmWWmYZ2gfNLqb5T4RUWsbtbUy85HjfXxRlBHfo4a6/Lt0RQIrv1vxWRrYWMf20N5FGgdthYk+GNqqfkTTIxGlSGRvDvfkmC/ysS23/UCoayaUM0/ye5EW/2bSWUNllLbdtAnNDaEPIqm7aMjTzSGN0/hKDIYDS2MDME+rOc8R4BNZE3RQF9394s1r0upR5Up7HKpcmWq5Mq0yBbaYXJlWrMYXqly4dC2URuVfafpxeeOiq6+soTtep4LZ4AATwbPN7Irw/RJ3vyR/7hqcssC+NH3XuyzRR6UHeCfwZnc/amZPIe1u/eDA9q0EDwaeYmZfoLEgH3yMxMQusKCt9YW274FGUeYah0ijKAIUo3DFNMdJREkOz5r8pa1WSGBNlvEsHLUpkiD5W+yk7URd+kQco+1orjaKDInYSUsr344+4jNUBzGOJEUyFCf/6I8xG+qeozkPSCZRamc0vdFnkVFBYZHLNog87Qr90/OIGuf5XNdOmgAFh2hH9ooa590kL0tF9hJhE/GTT4t+ZztpfD4GQ3ZOozGV5jzAX+fXlkGVK1WubBG5Mq0yBbagXDlV0LU7VWKtZn0rKWfIQmroYmurL65gkIngde5+v557VwPfHL5/E3BNT5qrzUxxpW4Yk7fr+nXA6WY2l3exTqR39+tD+j8m+Wqp7gcVZb2vpy9D8LA15J38BVYMa1s6gkuDqzTS2JZp5B9xPF+PB37O0ph+qCyZ+XT5RizRJkEyCYmaU5EY+UTIHAbaE77MdqJZUtQslyGW+/4WkdAIakNEWUb8LmfzLg202qSxkAZXZCUSPA/lyYchtklmPXqmkbCKOHl4HQ79iyY9ihY2S/N8I6HUOOv3IOKmsY9pdtOYeB3uGKdBWFtgnomFu7/ezHYCt3f3z2x2e9YDVa5UuVLlyuZiK8qVScJG7cQMiQQ4dHHVZ1o4ro6+ABh990btmJ2KWGOY9o8C5+Xofl8hBa14TJHmMuBxwOXAI4H3ZH+my4A3mdlLSUEuzgM+QhKby8rMed6by7g0l/kOADO7nbtfm+t7OPDp/PndwAvN7Iz8/aHAM1bbWXf/opl9H3Ceu7/WzG5Fc4ziWEzsAisSGEgTWjxMEhondUWIilrhmEZO5Uu0Hdmj83m06VcahVcWFkJakaBSwyytbIyaJT8KmavIlEVELDqZDyFAMx35StOfiKit1neZLqnsMqpXqfVWHVGbLJMkHXwqfwhCmtguozl/RuMogqgfosx5RE4PkJ5LWXcc+wM0vwP5vkSis4vmt7SDJrKZ0uyiMTUSYR4SPe0Ehu1gTSXM7MeA3yEN5Z3M7F7Ac9394ZvbstWhypUqV6pc2XxsNbkyaegz7VvL4mIcMY/R+rrMCLt2nkYtjoZiPXbKThWs1Qcr+1Q9jbSQmQVe4+6fNLPnAle4+2XAq4E35CAWN5AWTOR0byUFxFgAnuruiwBdZeYqfw241MyeD3w8lw1wsZk9PJdzA/D4XMcNZvY80kIQkky5YbX9NbNnkSIS3g14LWmKeCPwvUPyT/QC6wDNoZ5n0Zw7A2lUD5NGdonkzyATnZkijfws9uVXjBS2mOuRmc+OXJfSzNBMyoocpYheu2gm46jZPkJbuzxP2y9DhCiSnwW6iY/MV5Q+hiuOZCVqh7vGEtrkKpI11X0sfI/1R+dyaZmlVVc/5YuisNLRqT6SojNphzHeTzsymhzO1WcRmIVwXQTHcnmzuZybaZ6JyprJaWZIPjDyrYhpTst9/Ubox4qxRTXNpKg99ydvs7v7P2dN01SiypWEKleqXNlkPJstJFemAWtdiPQFoegqq0y7ml2tMqpg1/VxwTS68pd1nWoLsjXuYOHu7wLeVVx7Zvh8BHhUT94XAC8YUma+/jmaSIPx+jPo2Zly99cArxnZieH4ceDepDO4cPdrzGzv0MwrUqj1wczON7PPmNlVZvbrHfefbmafMrN/NbP/Y2Z3GFemzDig7f8gE5Xof6DDImXGAU0kriP583aWm+bEaF3HabSXMvPR4KguaVRFftSm0mwohlZWaGRpo2WvX2qWyzNrZK6il6KI7SyubSte8x2vMk08qFQa/B1FfTGqmcIoR98NK8pWu0Qe4zhE7bPq1xjGs36kCZdWXu2bp/2clkJ5O2jCV8vMKqYx2r+P+LuRRn1bKAcabfNgiMmOemWH9Ky5nSYsdET6WpuEHogqV5o2V7lS5coWkimwSXJlI2TKtKAk1qNM/IbmcffWQqVrR0rXxi24uvKUdZYLqVj/qL50LQ5PpUVVxNLS0shXRQvHPP1wHMDMdo9J38Kad7Bs2MFjHwfu5+6HzOy/AC8BLhxVrohQ6f8QSdARGhOe6KSuNJo85c8g0xyFDY4O6HHCjGY+8geI5KY031F7Y8jhGCpYBKE8t6bLpEaa3e0hvTS80XwnmvEo3zjE9E4znmqDzHM0duq/XvI1iSY+c+GztPzStMdy9GxEhoSDNOOq8mSqJGIaz885RjOGcjrXuUNKIyKndsmHYhfNIaXR5Kv0qzhMQ4oGY7xcmlaH9H8zs8cAs2Z2HnAx8E8bXWmVK017q1ypcqUH0ypTYBPkykbJlGlB127PqHQlunaM+nabRgWiWElb++rvao/yxc9du1ll2afSQqtcBFeMxVvN7JWkYBu/ADyBFFRjENZjB+vEwWPufozkjHZBTODu73X3Q/nrh0iRPUZCkb5EYEQEIhGS7XvUDkNDSmR6E7WyMY20nF6UEweljDolYqOy1CaRIPlFxEhS8cBRTc7RlCZqlzWxR42y6psPdYqQdDmi96F06hbBksY41hd9RaLWWW2WllZEoqu/M7TPu/FQ57aQdoaG5JRmTGqLnNSl7ZeIUFkxalc8H0dpYjkKXqB+RAf3XaGMwRi2gzWt+CXSyetHSYf13QL815NQb5UrVLlS5cqI13RjM+TKhsiUSUZc8HSZynWR7a4dJ+Ubt2PUl7ZrdyteKz+XbYm+XeMWCKUfWHlvIzBNi5a6gzUc7v47pMOS3w7cFXimu//PofnXwwdryMFjEU8E/mZcoTLrOJ1Gk6wJ8yDJLv5Qrvw0Gg2xzDkO5DSLwG1pzHhkFqLwyodJtvOnFfXIhEWToiKA7aJ9Ho18IzSxzpDOrokERqQlanU1P4o0qf0iOtKIRz+IEmv5K5QESmQm+lNsC22Vz4K+L4S2Rg2xImsdza/9NAemyuxK4yHN9iHSM9U4R1OqePbMLOm56twZPU9oxunLNL4xFGnIffsKbW25CJk06jfl12BowLYgMtn4TTN7cfrq+09S1VWuUOVKlSsryTA92CS5siEyZZLR5ZfUdb/Lh6lrt2icCV9ZVlnXKF+pEkN3w8rds6Hoa+dqfLKmaRdsmhaDE4JPkKZSz58HYz0WWKP8n9sJzX6aFJHjgT33nwS0TB5k0iLSESNzaRLTJAnd585EsxilUTmLtLWqIgfRhCea5EQTkOjjIBKkibzULpc+EYR2S0sbtcgiCyXWa74tNbrlZ/kQyMRnlsacJ5IhaEf0io7i0Gh94ziVJjRRe32MhtTopTSK7CVn92gepXGPREzaeZEuaZONhrweD+1VGdAQ8cGYfo1yJ8zsO0kOo3vz95uBJ7j7lRtddce1KleocgWqXJl2bJJc2RCZsm/fvvVq34agLxhEX5CJEl07QuMWFH2LolH1lb5VXe+j/Lb6FnBDFkx9C7+tBl9jFMFTDWb288AzgfeQ5Mf/NLPn5kAaY7EeJoJXM/7gMczsIcBvAg9394hsQ7EAACAASURBVKNdBbn7Je5+P8+HnCki02xII/+HBbqduyNRgvbBmzNFGtn+R6dyRfeKaaLZSaxrKaSNDtSReEmbGSNrQTOJl07lylc+mL4zVErTnC5n9NL0p8SokM3R4bz0+4CG3CyGvkZiErXGIkTRUTyaACm617GQVu1Q/bNFGrV1PqSBNtGJdakv2kWITuciSztZIaRpHvUagwHO19vN7C35/ofN7I7h3jPy9c+Y2Y+E668xs6+b2b+ttEsBrwZ+0d3v6O53BJ5KCle60ahyhSpXqlwZ8RqAKlda2BCZsmvXrg1p7DgM3Yno2/0ZtQDSYqYvTWnON2oHSp+7zABjPTFNubgagi4frXG7VH0mkl1milsFcZy7XhUt/Dfg3u7+eHd/HHBfUuj4QViPBdaJg8fMbBsp5v1lMYGZ3Rt4JUlgfX1owTF6lLS10Y49Ehj9hUots0xkdD+SHGc5AVEaaVIVKSyG+41pNJGKUJXa6KhljuY7mrQjCerSMI8jKfEMnCEv+UYMIVuRYEUypDYrv3wXSv+JSCA1tvInkSZXY6qxkwlVTFMSMmmkj4c0IjpyKF+k8b/Q/UiooPGlUbvjTsGKsEYfLGucrx8G3B14tJndvUj2ROBGd78L8DLyyeU53UUkf4bzgf+VywN4Xb62Fux39w/oi7t/kGShtdGocoUqV6pcGfEagypXlmHDZMpmYMhOy6iFwhBfqzJ9166S7nXtMpWLnK7dpVhvXGz17Vx1LZxKX69Ru1Zd7R+FrrqnGdUHa0W4mrZc2k/bzHgk1mwi6MMOHvsfJJeEP8s/1i/5gAMFNYFGsxmRGGl1IwmK5jfKrzSlic4CbROaSAoWQhrVI+2qfB4iWYpa1djm0twH2o7qIiWKTFUSoIgyytdscS2a05SQOJCWN/pseHEt1j0T3uU7EesUERR5UbvUBpHDWKbSRXMd+WhIK63xF3FRG0SYFkKapTAWszTP4Fh4LRXjpnoimYoETs9wReY8a5NLJ5yvAcxMztcxutUFpLNjIDldvtzSn+kC4NKsaf28pcP97g9c7u7/EDXSq8RHLEXReTPpZ3Ih8D4zuw+Au39sjeV3osqVKleqXKHKlXXERsqUSUDXgmHUAmKUSVx5rWtBE6/HBVPXIqmvveXnIe3vW5wNyT9uUTVu8TQk70oWb5uBaV8gnmR8Bfiwmb2DJKcuIMmupwO4+0tHZV4PHyx8/MFjD1lpmbMk42yRBJle3JLv78v3ZecuLfQB0uS2J6fZRVvLqcMo53J+HdQZtaYK8SsH9N00mmBoNJgy4dEBkyVZWgjv0i7rFTXgfQQoTt7R1Cia5URCAaOJkDTJ0fJkMbzHCFhR6xz9FtSW47muSDgUYSsSNY3tPM3hrEdDO2Lo4xmS9vdgSCPtuMram9PuJz1HGWdIe74rtP9Afu2lOctoW/6+SDoc9BbSYbJGo/Xem/tyfcdYdiJuI6wOQ5yvT6TJROFm0tm155KiXcW8566pNW3cK78/q7j+PaSe/+A61tVClStVrlS5MjRxJ6pcKbARMmVSMG4xMXSxMW6nqmvxNGp3bMjiZ9RuU9/9cqHVtwjsW/CUfRrXliEYtWidBHj1wVopPptfwjvy+6DDhtdlgbUR0OQJbVOYBRptohyLoZnQF2i0idtCGTHKVjThiSYp0mSL4ERHdqWRQ3w0RdFkrsnYabeZor7o39FHgmaLVzT10aStvs/QTYBKRG2y2jZH4+tA+ByvSVOrupZy+0tNrM6pmaMhXyKPkfSIcEVH8GhGc5z2s4jEKo5hNAuaDWXouR2mMcdapBmz6J8ivxs9L0IZg+Hg44nQ2WZ2Rfh+ibtfkj+P4q+MSTMk76rh7g9er7ImAVWuVLmyheTKKJkCVa5sCaxmN6RcFMFyU7e+ezF/uZAqF1VDFmh97elrU9/Cp+9a1y5ZWVbfwqdrcTXUhHBU+yZ5B6susIbD3Z+zlvwTu8CKZitREwptu39oJjGZlcTza6L/g8yAou1/DLVbOotHH4ZoliPSNRvKiM7nS0VZ5QQe/TKEUsMsE5+SCJUmPUo/FMqjGdRpm61Ep/nSvCeSIWiPHTRmMzEKWPTrEAEtyZbGLT4X7SyI2Gq84nORw/l8UZfI6TYSGRLhUp+jf4l2DWKYZz2vlWCAzDoOfAx4p7u/s7g3xPlaaa42sznSRsoNA/NWZFS5UuXKFpIro2QKVLmyJbCanaeV5O8yGevbMepbQIwqb1T5fYutvh2zrjJHLXK6vg+tZ9wCddSu2qQurqD7eVRsDFYyh55UGM3kuUSjVZQteyQ5IkHHaCaxaFYTiUmM3hXNczQpl1rmqNFdCukiuSkjknX5RgwhQV0TecwXI3fFSXsliCY5eqnsWF8kktHPJGKW5X2LJlGLRdpIQGZok0poSEoMbX08pFM58flFbbPIWuzPDG0zo9gWkZ/o8+Eh71C4w+LC6NcYjHW+zt8flz8/EniPJ0l5GXCRpWhgdwLOAz6yguafUqhypcqVrSJXBqDKlS2IPr+mSO77FmCj/KJGLUD62qDXuPaOMscb1d5Ru0ExX/T7GteW2OYhflNl+3Wtq62TDpkI1iAXJwcTvYMls5gFksbwAMkvIfomiATpoNBdNAeEiugoAtih/PlWNAeEztE4qB8maS/35vs7aZypRW6O0JAxHUopcxSRtlJbvSO0N5Kg+FOWZlnvkYRFMtI5VitgQx4qjdlEDuQrIdIpkhDJgvKW5kZOO4yxypBmfBvNAZ/yizhCM8az4bMQw7doTHbQaP2/QXquUUO8jTTeIq4HacZehG0njUP7AZqxj07tK4GPl0s3u/uTOvMOc75+NfAGS87mN5DIEjndW0mO6wvAU919EcDM3gw8iGRKdDXwLHd/9Qq7tqVQ5UqVK7Bl5EqvTIEqV7Yy+kzvRvkydS0Kys99C5RRecfthsXroxZS48rtMuUr03YtDseVU34e4vdVljfpZoERa93BMrPzgd8nyZRXufuLivvbgT8hhTS/HrjQ3b+Q7z2DFLl0EbjY3d89qsys3LkUOJO0W/8z7n7MUpCJnyfJpm+QztD7Ys6zSHMg8KYGqZnoBZa0xPKRkJO5NKDRvEbRuXbTTGrRjyLa3Us73KVBhuWaag9lRE3kfFGOhzLk2Ky6YntUpzBbpIuTculPcWJ8ioszA8jQ0lI7Xzl5R38QjW1sg8ZJ7Y8O8DG0szS20Y/BaDTJGj890+OhDmmKF2i0vVEjPRPKEQFVGUpftucw6fexPfQtar4P0vzG5Pi+kj+GOyyM1yjvM7NL6DHn8fHO10eAR3XX7y8AXtBx/dFjWzUGlnw8Xgu8yd1vXGt5m40qV6pc2UJyZaRMSWVUubKVMMpnqM+UrmuHqG+B1ne/rKOvjFGmeHHnaKULm1EYZUI4rqwhPl19YzqunHHYrAXZWnaprDn64YdJZsQfNbPL3D1GJn0i+egHM7uIdPTDhdY++uEc4O/N7K45T1+ZLwZe5u6Xmtkrctl/BHwcuJ+7HzKz/wK8hBSJFOCwuyuIzpqQ2/dHwG3c/Z5m9u2kIxyePyT/RJsIajKO2s5oDmM0REkmH9GkJJqVyClZk5/yQ6NFlomOSEzpq6HJWCSpNCdShKzoH6BXH6GJvhCRDEVznda4zDRkZmYmvWbnYCa/5rYvf+ne7FyTpyxLiBrkSCa2heslNE6xv2p7jDCm/s6FdOXYapziM4jPBxoio/GKZFntiSZUIrELoY5ohhR/X5EoDYYnUjnqRdY29xGhCcZFJGH4UTO71Mx+xKZBTdeDKleqXNkqcoXplSmwxeTKycKoXZVyUdC1eOratSo/D108jDM5HFLuqL6VeWMf+haOfW3sQ1edXfWMyr/ahdJm/NyjWWffawxOHP3g7sdIu0sXFGkuAF6fP78N+KH83z5x9IO7fx64KpfXWWbO84O5DHKZj8j9eK+7H8rXP0TyEd0I/DHwDPLRlO7+r+Rd/iGY2AWWUDqixwkS2j4OsJygRKLk4d5sRxnRwbx0ZJeJS5cvhpzhYxnzoZzYXrUJlhOOSILGEaDZQHzm82v7Dpifh23bm9f8fL6e04gYiRSVZQuRzJVti2Mb00ftutLq+WmMunwZopO/xiUS1nInIJK1ORpzLhGdWIYc5kufi9heaCKQRb+NoXAG+WDtM7NLzOzHVlD0psPdr3L33wTuCrwJeA3wJTN7jpmdubmtWz2qXEmocmV65QpTKlNg68qVzUS5K9S30wXdO2HxXt9uU7noKc3wRhH0rkVR3yKr3DmL9+JOWrkgKvs2aueuK39Zx7hdsSHmdms1yVtvDPDBOtvMrgivaIbcdfRDeXxD6+gH0ikaZ43I23f9LOCmXEZfXZB2tf4mfN+R2/0hM3vEmOEYh13uXvqeDvOAZcJNBKHxYThKaqx8DmY67m9juU/CIk1EJ9nql07oR4ry5UMhTbcmWWjs7GOa6AxNuC8NbZcJT3Tilv1/9Cs4MQ5RqzwHM7OJxMzPp3szs/m9IDMzBkvhf+1LyZTHl2BpMb0fP54m6qVFWFoIoZbzB7VHpAIa/wL5Q0STHvk6zISX0hwP5RiNT4TOBlqg0VbLVEc+Jk56PkZzwKsI624aonyUZrdAJE4+M0dJv5M52mfo7MzXdD9q1QfDl5tFdWCkv8QkI2+L/xzwo8DbgT8Fvg94D815NlOBKlfyOFS5shXkytTKFNhacmU1WMnOx6i0XYuRrvtdZnm6X14fZxbXtWtVmhD2mR+OWgCNal+5COzK31d2nylgWUfXjtyotvaNV7w2aRuzAxZ817n7/XrudXWmLLAvTd/1ro2eUembisx+Grgf8MBw+fbufo2Z3Rl4j5l9wt0/21HWEFxnZt+ies3skcC1QzNP7AJLiGYcO2mb4Oh+1DJrEoTGhCTeLye56N+gyTWSkaXw0uRatkFmPND2d5jrKAvaWk69xpGgue1Zw5yJkL7bTCI9Ma1wYhxy430pkSORIkh5F2dgaRYWjjb+FJrYZY4TyZDGYzF8nglpZV6jcVigTZigbU6zUJQlTbvRkBilif8uPa952hG9ojnVTHE/RiCLbdDZNvH+ULgPiuo11l9iEmFmVwI3kZzhf93dj+ZbHzaz7928lq0NVa5UubIF5MpUyhTYunJlJVgJ8R5F5OMCYIipX9eCbNzibNznsj3lgiXuOHW1t/zc1f9R5ojlYqZvQVi2ra/dK9mR6xu79Vg8rzfc13zQ8NVszNEPXdevA043s7m8i9Wqy8weAvwm8MAgP3D3a/L758zsfcC9aR8WvBI8FbgE+FYz+wrweeCnh2aeigWWiIwIgybUUgscyUfMv0ijvYwkJk7okZzENCVRiqY20kR3ERylKUkQNBpVlVUSJliuYZ6fTwTIZmB2PmiaZ9rpuzCb7/lSNo1pbPhTeUuNxpmFfjIks5n5/H4s1BHJkId+iRRFnwn1VeMpM5pIdKwoQyQmEq+YxkIZc6GMaK4TTbpiG3S/JEorwQCZNa3a5ke5++fiBTO7k7t/3t1/YrMatVZUuVLlyhaQK9MqU2CLypWNxKhdkvh5yEKkvFaiXASN2v0Zt9NVtm1cOV07VmWblK7cGevq16jFS1nWuIVOn8niEKx1IbZeWKPJ4omjH4CvkPyRHlOk0dEPlxOOfjCzy4A3mdlLSf6X55GOfrCuMnOe9+YyLs1lvgPAzO4NvBI4392/rorN7AzgkLsfNbOzge8lBcBYFbKMeoiZ7QZm3H3/uDwRI6bPzUckOiIPJUkRkdGEVmqRoxO6NJ+RSMUoUl33lzrud7UB2jb8pTaaIs043wgI/hDzMLct+EVkUiRiNJPfx72UTnnn5xv/ibltqR75UfS1O2rR+9otglL6pIgIxTQaA5GtmGam4/5iz30RroVwH9q/Cz3rsg0yHyqJ0lBI07zGM2smFW8beG1qUOVKlStbQa5MObacXFkNxpHdckeqy9SuXEiUi5J4fdTOTJcvU5epYFe+cieqa3E0apesXCyNaldEVz3xVeYbZ55Y9r2r311tHbJoGVXfycRazsHKO0k6+uHTwFs9H/1gZgqH/mrgLEtHPzwd+PWc95OAjn743+SjH/rKzGX9GvD0XNZZuWyA/0EK/vtnZvbPefEG8G3AFWb2L8B7gRd5O8LhimBmLzSz0939oLvvN7MzzOz5Q/NP9A5W9HPYznJTHvk5LJFs5nfRTLyyz5eWejvNIZKx/GPh/g6aSVEkSQeEzoc0syFNNOFRG2UuVGqZZ0M52+kmQdIYb9vZkJXZ7GAu4hPTdSHa7ZfpYn6bydrjJVicT34Xi8cbH4pjh9vlqd966flELXDUrst3RYjRtkRCdtCYa+l5iXSJ/O6gIcTHaAiW6tB4doVnniX9Lo6Q/DKO0OwsqA07872jNP4WK9UpDdjBmipzHjP7VlI41X1mFjXKp7H8WKGpQpUrVa5sEbkyVTIFtrZcWQ3G7V6UC5NxJn19eUeZA/btCPWV0bdrNmo3rexr1+5SVx9HjdGonbKudEPNELvud30ftWAc+pxGldNX5lowaiG7gjI24uiHZWXm658jRRksrz+kp/x/Av7T6B6sCA9z998I5d9oZj8K/NaQzBO9wILlEaBKLbDu6178CUrTLCLTpfWU6UfUoBLSaOLu0kLrpfbFOkqeEjXMsS9dJChqgmezllkkqI8A9TlDDyFFqnOu+N/NziVCVJr1eNEPjWVsQjTpkT+EtMBepJsLaaK/BLQ18nM0muZIulTHDMs1zSJEeq5R2xzvzYb7K4V7cuYfg2kz57kb8J+B04EYpWw/8Aub0qJ1RJUrVa5sAbkybTIFtrhcWQ2GkPAhefsWF307XaN2vmLevrL6zP/62tOVd1T6vrzj+jZq4dP1udwF6xvTrsVk30KxaxevD+uVZijW6IN1qmHWzLZ79vEys52s4Lz4iV5gSQMJ3U7gso2PJEOIZjyliY3ua1LtMr+JztaxfJGt0sxnpqMMlQPLzVusSBd9I2ymIEGz3SRoQOS63vSxrBMEbJaWKv740dSe0nciaor1EoGITucxjcZoKVwviUg014njFOuJ5JXinvIvtLvRKj+GVI5tVNhlOaSv9I+x1WSWu78DeIeZfbe7X77Z7VlPVLlS5UqVK5uDrSxXVouVkOdRi7Hy+lBTva4yy52nWFa5OOkrY2i/Ru18jepvVxu7Pve1qexLF0b1byXPYpKwGWaJU4w3Av/HzF5LmiaeQHPG11hM7AIrapKNbj8IvUotL7Q1yVHDayG/JsVoelNqsp02yYlcRGnmWT4hl5jteC3TRs80vhGRBJWhkmHlJKiELy0nQycihWUWMTefiehCe6JXsrI/pZa2JKCzNKY6XWlEVEp/iZhGjutdPheztDXRsyHvfHE/+kMov8yTYv1DIF+JMZgqcx4z++/u/hLgMWb26PK+u1+8Cc1aM6pcqXJF97eAXJkqmQJbV65sFMqFRrnb1LWLo+vl4mCUyZ7SxfxdC6lxbe3KW5YxyoRvXJ5xO1Nlvr4dr1G7Y12LqnF5y89dWC8zv7XAfc1RBE8puPtLzOwTwA+RRPnz3P3dQ/NP7AILGl8FhUGWH0O8t0Tjn6DOiEDJdn5PkX8p5F8I9zWZiiRJk7x9xH1o7PVLshad1LeFl8xOBJGQuexoPret7RsRCUtJgHRvbn75tTL9wvH2tRjxCxIJs6VMyCxF/5qdTb4TC0czQQgmPaHKVH4Ys0iW5EfiNM8sapPn8rgskHwV+u5vAw7lMnSYqMys9AwO0GiLRYRi/oMj8s/T9vsYjGELrGkz5/l0fr9iU1uxAahypcqVLSJXpk2mwBaWK+uNIQucUWaB+jxqB6osu28B02cOWF4btTAbdb9vh6ivnaPKHGcS2VdfX93jFl6j2jeu/UPbs56oC6yVwd3/hvZBxoMx0QusqBEstcRRGxjNQmJeTcyaEJWm1CZ2mfHoFe/PsLwNhPb1aZlLc5TZjjQzc4mAzM4lLfNQEjQTNNH6f8Yza5byNfdElpaW2oRG5ZZO7mqHL8HiYmrfUoyfnPuh8Y3j1+pXx/3S3Cem0f1IqKy4H5//bFGGTHlKfwzryR/NkmSiVfpzDMFaNf+TBmnE3f3EdriZzQB73P2WTWvYOqDKlSpXqlzZHGxlubLeWC/TwXKBNKq+UYu6ceZ7o3bGRtU/ymSx9HuK7eza0etqY5/pYLlw6urLEHPKURhi6ljWvdGoJoLDYSkQz4uBW9OIdXf304bk75q3JwbREb2LZMjRvJxoS6I005E/ahM1apowSzOeGZaToIhoix8neyGao5R9OKHlneWET8QJYjOCBM3OZ5OfuSaviFQMoTwrgjWb0wVToYjSjyK2Q3lje2PfSjOo2P9IUsrVvBdp9CqJisY1jm00GyrHtnz+JVEtlcIlEVupQ7pMebZiSGUze5OZnWbpHIhPAZ8xs/+22e1aC6pcadJVuTK9cmWasdXkykaS1nGLoviu9OPM1krTt3LHq1wQxfeuRVa8X34eZeZX9m2Ur1O5AOrL27WoKevs290q29+HrjQrMYtc7e9lrb8zmQiuNkz7KYiXAA93933ufpq77x26uIIJXmBFTW5JMmD5RBcnYmkpZRdf5i21iSJRZRqhzK86dK8rf5k3pinTndAwS8vcpYoOaJEl6yZOZfoTeaydfxRmZxuttwhVq9zw6tL2l+kiWSn/xl07BV35da/UBit/aYYF3UR2qSNvqekeDM8a/BGvKcbds2b5EaQwqrcHfmZzm7R6VLnSjypXpkuuTDm2lFxZzx0IkfxyETAqrT4rfdeipMwXyX/XAmScb9KonaxRC4/Ytq6FU5mv7365sBu1uBo1luWu3ajF0LhdqKELoHHtWEm+lSI+365XRQtfc/dPj0/WjYk2EZTGT74FpSnGAu1DNcuJLuaPk7Cc0GUqUoZKjg7N87SdzY22ljqa55TaVmgTgDKEcjSfmZ9vfCXiuTTQ1gLPzidCMje/nMgoXctxPNRhMzA7szztYvChiG0qDwY9NpM6rshfIh4KczxLt0O6TG70iqY6c+G6xlmHcirqlsauPBg03ld+WG6qZeH+HI2JVzQTmynyr0TMOFsvyEXAvJnNk4jQy939uJlNtRSuciX3p8qVaZcr0ypTYAvKlfXEOCIdFyl9i4euBVLXgmiceWEsu9zx6quvb3er3DHqa/+4Ng7dmesrt2thNmrnb1R94xacQ7CaPKtF3aVaEa4ws7cAf0ly5QXA3f98SOaJXmAt0WgZSzORpXC/tMPXu3fkLctQlKc+TXJX/V1a6KjJ7DLjKc1RTtwPWuJxJjx9aSBNxO4pfUmEbAZsqU1sTtQJLM3QclAvDw0t2xjLj+OjVxla2Yr3UePYNYZlPQsd92MZUZMcn6N+J6UvRln/ajTNA3wlptEhHeCVwBeAfwH+wczuAEy1r0SVK1WudNUzhXJlWmUKbEG5MhRD/XHGpRu3s1SWF/MMaVNfvr505Q7OuEXHOPO5voVaubDsG4++BWdfP8q2jSu/LLOv3iE4WYsrWLuZ4SmG00gxkB4arjkw/QssmeF0aXE93C/JikhQnARLIkXPvb77fT//PqJF0bZRf5+Z7IvQCmlc1jPTpCn/i76UInktLcJSYZ8/O0dydA9O6yfKzI2fmWWZg/qJts00dc/M0nvwZeyntMHLymL8OMb7ZRmj7pdEND7/8jdSmgHptzUb7q8E8pXYinD3PwD+IFz6opk9eLPasx6ociXUU+VKlSubgK0oV/5/9t493razqu/+jr332eeSk3OSEMSEOzTiixappIJWqyJq4FVDraC0QlAQERFsXynhlY/wgrTIq0Wxik0tBNQaLq0lKkgjgryvBSURxUsVAipEYmJu55Jz3XuP/vHM35ljPfuZc821r2ut8/w+n/nZa8353Oaca4/nN8YzxnhKGKe4bBQlkl9SRvKyXe57fcpRV39DVmzy+qWy41aHur73lS+5/Y1TErvq5mMtPeNZgXtN0z4J3P17NlN/ahWski98DlkKc5Kka4RreX0P16E8kZbazdvW2LpE5kLhgFFr7jmyYaPX1rXVkKBIlpSNa+V0k/b4THLNWVtL5bTvjVyEFkP7shovLCQSleOcy46NjrPkztP1Hs61FZ6RiFIXWVKbJSKrv7loi9ZuCm3H8ZX6je8vj6UYgnmVWWa2F/jnwCMYlRev2ZUBbRJVrhTaqnKlypUdxrzJlS50xdoMUbImUcRyst/n8heVotzlL3fh6+qj7/q4mKe8ny7lJ28vVyJL/fQphONcDseNb5xLZgld/ezkilWOWVQMdwtm9kXAm4EHufuXmtnjSEkvfnxI/alVsCBNRjEOQT9JTVS6nlt74/VYbyG7DgOswIxOsLmFcrFQRlDbpWB6YCI3HsVGRGvx6kqyMK+chiN3wcnjcHIFTtHGkewD9i/B/oNwmBSPsRTiMRZIltKlPXD2dNvvpO48ehal5xnJkp6FqkdC2kek4vOE0ViISEh1LV5XGdXPr8fxLxbqjsM8W5qB9wBHgFsIPsizjCpX2s9VrlS5skuYO7kyFFtBrrtWj/L4qJJr3bh2xilPffWHutH1td3nxpiX63oGQ1bJxo29NO5SnNbQcQxZ+dqJWKy6gjUR/hPwMpJLM+7+CTP7L8AgBatv3hkMM7vKzP7SzG41s2sL1/ea2Tua679vZo8Y0m4+0XVd08/RaElOyZIsdPnhq90uS+N2/exlyR2H+H/na2kCXltNFuaTx+HoCtwD3Al8vvl7D+n8yeOp3Noq52IqSu129h0s4VuNrlWEuNpQIli5K0/8G38H8ffRZanO604KX+s/xmEz/0Nm9orm/F+a2TePa9PMXtycczO7dMzQHuLu3+nub3D3n9Ix4JFsGlWubA5VrqzHPMmVIahyZRTbJVO2EyVCHol/1+pLaeWlbwVlyKqT2hi3chTLlVZw8jby+ygpJvl9xDp5q6K02gAAIABJREFUeyVFs+8Zxr7ylbqNtjOkXF5+u5Wr+F66jnHYYZnyyKaNTzVtLm+0jw3igLv/QXZusNlr0wqWmS0CPwc8FXgs8Cwze2xW7HnAve7+D4A3kjbumqyf5m8kKUMnrHFEqq/PcT/3vjKynPaWCamTu+IkRvrLLNFrK8l95+QKHAPuAv4W+Kvm712k8yebcmsrGQka0GccVxzvyLhoicYQd54uDLH8Qz+RGQfVza3NG4U7rKz0H33YzP9QU+67gC8BrgJ+3swWx7T5e8BTgL8ZcHv/08z+4YByW4oqV6pcgSpXNipToMqVHDslU7Yak5LucStYfQpSrB/PxXK5QpST8j5Fadz4xvUVr5fqlRQtle1amRuq7HUpsiWonaHYbsUqYjP7YO2CTPkJ4I3ufgVwb9P2xH1s4DEJd5nZo2lEupl9B3D70MpbsYL1FcCt7v4Zdz8D3ABcnZW5Gnhb8/ndwDfYwF/UkIlzp7HVC6wlMpJbKPNAde2FsrqSYiNOAceBu4FPAzc3f+9uzp8ilVtdYd0+KqW9a0oW0iGkaRLsxkL10N/TpNbmTa5gbeZ/6GrgBnc/7e5/BdzatNfZprt/3N3/euCtfTVwS2MN+oSZ/YmZfWJg3c2gypVNosqVncNuyJUBqHJlFNsqU3YLuSJUUkDyFaXSKk8JQ5SnvpWbvvJdKzpDVlNypSq/1qUk9bVXUkZLCmDXuMYpc+OwkTobwSZXsHZMpjR1nty0QdPm0zfYx0bxgyT3wC82s78Ffhh44dDKWxGD9WDgc+H7bcATu8q4+4qZHQEeQDKEnoOZvQB4AbR7h3RhGrxIt1LqbsZNZm0trVmeIuW5/Rvgd4GvBR5IetArbC5geivdeKZhttrK348Pi5W41MxuDt+vc/frms+b+R96MPDRrO6Dm8/j2hyCp26gzlagypUtQJUrO4sdlit9MgWqXMmxLTLl8OHD2zLYSd3Gcne8qBDEz1HJyuuWVn/6+unqM7+HeD0qIqV7K5XpUqSGjDcvH9sbp2j23Wup/fh3UuyEHu8+KIvgtHCVBwD3uftKofxG+pgIZrYAXOnuTzGzC4AFdz82SRtboWCVfhX5r3VIGZqXeB3A/jGbDm6x0XND2Ep7w5q3G55OioWFNvD8EPBwEgl6ePN9H83GmZt4aGtbeLM7Y6fpx1b/fgYYn+5y9ys7rm3mf6jrfJ8H22C4+9+Y2VcDV7j7W83sgcDBSdvZAKpc2QJUubKz2GG50idToMqVHNsiUy6//PIt++lFEj9EaYiISkNsq6udkltcVDi66uWKSqnNWDaOpetv6RmMU25K4+0aR95GSaHU+a530NV/aTyl8tOCAb+paeEqfX1N2sfEcPc1M3sx8E53v38jbWzFfHAb8NDw/SGkWOhiGTNbIiWeumdI4+OezG5Mqls+iQ5wmylt9Lmw0KRI3pPIzkGSCv9o4Mrm7wOa8/tI5RaX2rrCWsHlZIh70WaxG2R26O9pEtHoJEt+3wEcNrPrzOxbC01s5n+oq+6QNsfCzF4FvBx4RXNqD/DLk7azAVS5sklUubJz2A25Qr9MgSpXcmyrTJkUXcpL3/c+RamrragMlc71oaRA6HxcZcrLl+4jLz9u3KWxldrIx7jRZ5QrpKVz4+5Rf6dVuYLNxWCxszLlLuCipo28r0n72ChuMrMfMbOHmtklOoZW3oq56GPAFZayfSyTAsxuzMrcCFzTfP4O4Hd8QofTOEHl6XPHoS9zV9/PyRk2cXaViWl7O8uEfWKGuNrkgeQLS2k/mv1LcCFwKWk99JHN30tJ5/c35RaW6EzZ3IU4rtK+NtDeo+65r0wfxpWJabC7ro2D6sZMcZsl1GtjjjHYzP/QjcB3Wcqq80jgCuAPBrY5BP8M+DbgfgB3/zzpJ7XdqHKlp98qV9aX6cM8ypUBqHJlFDsiU4ZiHAnvUmD6XNry+l2rLLliMU4p6XIzLK0s5StU+f2OU0TifQ9ZUcrHEtvs+pyPt+8Z5fW36ecwCJvtWy6Cm1CwdkymNHU+2LRB0+Z7NtjHRvG9pDisD5O2lLiFFIo8CJt2EWz8H18MvJ/kjfIWd/8zM3sNcLO73wj8Z+CXzOxWkpb5XUPa7iMr8Zp+clofXGB93VLq3XP3ENowRslWXm47sOYNIRnjyxP/t2wBbC1l39qzJ+1Hw3HYswIHKO9Xs2dPKm+WkaEBN+ZrW+vOM9J24VyeJa1EkEopsiNRUhvx9zGESG3E9jSA8Bxx9xeULmzmf6gp907gz0mv/QfdfRWg1GZz/iXAvwG+EPiEmb3X3Z/fMe4z7u7WuNZZ8kXedlS5snlUubIecyZXOmUKVLmSYztlynYgVyq6Vo9KikOuMOjcpCtYEbGdXCnrco8rjT0/X3Ldy++lS6HL+yy55+WKXmnMeZ99bn67uTq1FX1vRknbaZlCWuW+wcx+HPh40zYb6WOD9/vIjdaFLdpo2N3fC7w3O/dj4fMp4BmTtrsArDZHnvpWaXujhZPCdUK9NdrJMV4bZ9nUoQ0v47XVcD0nUGo7H/+5+muJzMhNR9mh4macsgSvnE2bdq5Zcw8LrVvO4lJaHz1wOKVMXj2b2ltYSO47S8uJBO29ABYX2/Zjvytnw/PLLNH5+HIjh57/asfzjM9Qz+JcX6H+OMtsbLtEduO1eF1lVD+/Hse/Wqg7DnrHY3DYzK4Dft3df31dG5v4H3L31wGvG9Jmc/5NwJvGDxmAd5rZfyQt1X8fyaLziwPrbgpVrlS5UuVKL3plClS5kmO7ZMp2o0/pgDJpHrfyE8vFdrsUklL52E+XolNaHYrjGLcylI+vpGSVPveNN+8/LxOVyNKKXJei06XwTlpmO7HZjYZ3WKZ8hkIWwI30sRGY2QHgXwMPc/cXmNkVwGPc/TeG1N8SBWs7EK2M0G2N7JpANZfrWl6/ZInOLdX5pF3qV2Mb586TkyURnkgyFJAeydBIW835tTVYDGRpEVjam9x09uwZzTy1uJTOLyyOkiC1597tQiQSJkt4jKk4d61wFNsKz0hlStb8SDojWS1ZkvP2VTeS4LzdtcI11Re6Vhr6MMAm1Gttnla4+0+a2TeSEsk9Bvgxd79pl4e1YVS5UmirypVZlSszKVNg/uTKRjCOaI+7XnKL61ImupSxXHHIFYjSSte41aSuFanS51x5Kt1faTz5WLsUobydUj+lsZcUrlLdPmUvH2OpfNe57cRmVrDOQ7yV5Bb4Vc3324B3AbOtYEGakHJrbrym69HarAlUk9kaoxMprLcGd5GoeL3rJ1mqL8Sx9VqzV9MhsrFYmIV9rZnEC7O8LSQrtC+B7xklNtqLJnffgUSCfK3tuzi2tbZMV5wE2X2Oex5d9fPrJTLTdT1ey1cTSr+R3Aodf2eTirqtWMGaVpjZT7j7y4GbCudmElWuhH6qXJlluTKTMgXmU65Miknd87pWgvI2S0pRrNc3hlzR6FvN6ut/3PjH3VOp/3ErXF1KVJ+S2aWY5v2WVuji+Lre5VDlbqfgPihNe0WLR7v7d5rZswDc/aRN8MImNajtKLpcdRbCoUkoToL6a4W6eRtxksyv09F/yUUkn4jj9WjtzvvJXWTyTSRzt5pSGWiyfi0mQpQfi4vpekTeZ1d/Q9x4opW3RDjj8xn3HEvPMO+nZEmObUQSFMeg30n8/ZT672q/DyWLe/ZMjrj7C2aNCAHfWDi3W3tjbQmqXKlypdTPrMkVZlemwBzKla3CODe0iHGrMWqvr82SQlZSDPKVsq7VsrzdvlWhkvLT10ZpJSj+zccX602icOYujnn/pVWrcYpgH3ZyVSk+m9JRMYIzZrafZgoxs0cDp4dWnuoVLMVmn6W1BEI70S2RotjOMkqGdD3WlxVR52WRVv09TXu6pjZWm+tLzWfVE4laDUesJ2gCXmv6slAmuvOcDbEK0FiHg7uOyMrqWVgL582CNbk5X7JUQyA1jYV55Ww/CVpdSeNaOZ3+drnxrIRnsY7oFZ4TrCeyes4xVmExtKH3tMboe9J11YfR1QZCH2dpg/Tjdb2fWH+LYyVgxqzNZvYDwIuAR5nZJ8KlC4Hf251RbQ2qXGk/V7ky03JlpmQKzLdc2UrkClGf+1z8XiL+pdWcPre2Phe72GaXwjTUVa80tq72S22XUFK88vPjFMPYX9dKVWkMpbENdf/byVWsuoI1EV4F/BbwUDP7FeCfAM8dWnlqFaxIKErB3PlEF62cmmQ1oeV1LRxqP7cCl6ygESJCkQCUdH/VXSU97C5r8+oKLDTuNtrgswsiNAvNQM59Zr27jsqrn3PuOwVrdY7V1US8VlfS0WVljlbcUpOxTHxHeZkuK3Ssr2tWKLNGS6CitTha+lW/5K6Vk7RJMMDuM2vxEv8FeB/w74Brw/lj7r4t+8LsBKpc6UaVKzMnV2ZNpsCcypWtRJ8r3TglJP/cpQjEa33KQt/qVlf/4xShSc4NVXLya31KY0lhLLkB5u2WPvfdd9dYJ1mhzDFUYeurX1epxsPM/om7/x4pPfu3A08iifiXuvtdQ9uZWgULWktizPgVscSoFTOf6PQzXCvUz4Odo7tJrB/jNGL7ESusJ2siSupfY4gWUmitzWursLoAixlJKVmbobU4Lywm4uSerM6ssW6zTxglQKXYiD4XntUQJ5HXi882XsrdeFY5tzlm22dWRke0FMf3Ep9tfIb5+83ff7Rmy1JdugcRoTFZrddhHlew3P0IcAR4lpktAg8iPbqDZnbQ3T+7qwPcBKpcqXJlTuTKTMkUmG+5Mik2sroxVDnpaz8S7K7VnL5VoCGKWaxbUsa6lIxxbebnx42ta6xdCuS4FcAhK39dyllXvUmwFStddQVrEN4EPAH4iLt/OfCbG2lkqhUsWROjJVPnc1eMkqVSLhuRpKx11M/jLRZC3dWsDQttREtyieiQXZerSl5mbQXWFpNF1xZgdU8b39BFhhSgvrbaBKPrvI+WEZQyeQgJWl1prcxra2l8OVazo8vSXnq+OQkquflEMhWvx/e3lrUhF6/SSkGpfmw/vttJxdgAkTWL1mYs7U/xauAO2tt04HG7NabNosqV5l6qXJl1uTKTMgXmU65MinFkeVxcUl+drlWKcSsrJSVEn7tWi8bFSeWKSmlsQ5TNvmfRpVTldUtuh+NW3LoUxqFjnDbUFaxBOGtmbwUeYmbrtp5w95cMaWSqFaxFUgzDWeBM81eTla4tNNfO0FoyRTSWmjKnm+vLjPrZ72nqqP6eUC+6g5wObS2EcpqAz4QxqV2NYy2UiRBJg5bQrJxuLM6ryYK85CmQfGEBFjJSlMctnB0cdtcid/tZa0jP6mra9+b0yUSedD4SqDXa96JDl2OzsjDrHei63KxWaN/Bada7YcXrZ2jfg96PYiBUP8a8aByxfnx/kN5h/H3tyeoOwcAVrFnFD5P2fbh7tweyVahypcqVKld2HXMnV7YaQ5UgQcQ5XykqlelCX199q0FD+tvIalqXy1/eZtfKUVSgSvVKK2slBbHLXbJP0ewb927BvWYRHIhvAZ4CPJmUpn1DmFoFS9bARVqSs5pd16HJUNZgTaZWqB+t1SIu0ZJccgdZy8rkY8wtrhpDRF4mWlWFtbU00BWSlRdI7A2wtVHikludJ8W61MproyRo9ewoCYqIzyO/n3HlooU3L1NaBVjLysRkAdCSEL3f5dBGbF+/j5IlWfWd9YHsQzHHNqHPkVx65gJVrjQnq1ypcmV3MVdyZTMYt3rTt2IUy3S523XFF0WFrKRwdK0C9Y0hXhuyytO14tbV/hAFsPTs8ja7lKE+hbB0P11ugFuNzcZe5W1VjMXL3P3lZvYwd3/bRhuZWgULWqsvjGb0snBdREeTmRBdefIJWa4e0ZpZcjdZzOqvkCyRsYwzmu0qd2kpufuoTCx3LmZiLZGekexfy238Q06GYv1xKAWqq65nJEjZvc7FWkQXoo770f3GcjnJHLGwN+dirEl87nkbeneRCJUIaO7KE9tfJotVoSVKhPYnwTzGYAV8BviQmf0mIT2pu//73RvS5lDlSoMqV2ZdrsyqTIE5lCsbxRDiPC4eCLpXUyYdR58ikX/Or5dcBPPx9a0oSfnpQz6OuMpUuveuFbWSgpl/H7dCVXpeG1GEhijZW4W6gjUITzOzVwLfBbxho41MtYIFowHpIhyyBMaYA12L/5oiQ3I7iZbiaIk+RZtqdwXYG8pEd5GVUN+yvyqj/qK1E0bJ1CLrUytDS4aUXStiwUb3nMlJTRcp6iI/sZxiIyIJimPIXXgieYkkIyJaiPXsCfdsjBIhuWnFGAlo34me/166LckiWlEUxT5gvSU53ouubwQDRNasxkt8tjmWObfuMfuocqUZS5UrsyxXZlWmwJzKlUkxjliXlIQuTKp8qVxJ6eiLZSopMOPaiGPqWk0rjb9P8Sn10dVPl3I0zq2vtGqW918a/6TYSVfCuoI1CL8F3AVcYGZHw3kD3N0PDWlkqhWsRdLEt0yyJp+kdecQidlHMn+dAk7QumvIJ15xC6ebYxnYH9pfBu5n1M8+j8c4TZpoT4cx5XvTRN4SZwxN7JqwNTEr1kK++ed895sZ9czJRHzOnk6B5mursLgnWZy1wWcMUo+YhPysrjYuPGfb2Ahdy63XsugqtuAko+QwJycqczo8H5EQWWdP0T7ftfA8VOZsKKNnG8mKYiR0Xe88PvMTTRsLpN9LjJNYbcaoWJr4bodinmMl3P3/2e0xbDWqXKlypcqV3cU8ypXtwjjyPS7pwlDlJT83VCHpqjtunH1KS58rYNc4u/op1c9X2/K/cSxdq25D0Vd3K13/ho6lrmCNh7u/DHiZmb3H3a/eaDtTrWAZLTlRsHB054nWZlki5e6h+nIdidbKaK2O7jrxeiQ6+fXo82/heu4yVOIj0eIcr+eWaUhkZGGhsU4vBnefht1pbxudH4eRfWsad6HVQHy6YiPiuKNFvmRhhvXuN7l1P5bRe9E7KVmB4/XFjut6nrmlOVrDRZDyMcjKrUB3kbBJMG9EyMx+2t1/2Mx+ncLjcPdv24VhbQmqXKlypcqV3cE8y5VJMU6JgP4VnCGKSEkRytsdOs4uBarPPS+2URpTbKtrFanr3rrazs8NcZsc5xbY5z7Zd37otZ1UtLZTwTKzS4B3AI8A/hp4prvfWyh3DfDK5uuPK87JzJ4AXE+yV76XtO+Ud7Vr6aH9DPA0ks3rue7+h2b2eODNwCGSGH2du7+j6eN64GtpY0Cf6+5/VLqfzShXMOUKFoxmz8p96iNRihP0clZfAed5QLom3kXWT/CR6Cyy3i1lkTIRUhsxaDqSKWgtqFboI3frUYD62bPJKixCBIkE2QLnNhLVuRwx3mHNORcDsXJ61NocSVDuvqOYED0DkQchWpkj2cst0SIZJTefriBztSEik8dRxEDyPA5C9WGU6GisMcZmT1Z/EszhovsvNX9/cldHsU2ocoUqV6hyZRcw13JlEoxb8RH6Yo66FJ0uxaykDPWtNnWtUnW5LvaNZxJ3x9K952PrehZD3fdKCleXK2Gpnb5Yr66+ujBHLoLXAh9w99eb2bXN95fHAo2y9CrgSpKIu8XMbmwUsTcDLwA+SlKwriJtTN7V7lOBK5rjiU39J5KUree4+6fM7PKmj/e7+33NMF7m7u/uugkz+//d/avN7Bit7fXc37lwEYQ2IF1kJRIZXd9DcseQRVJEJZIlWarPhOvQkhC1fYZRd5uFcDjlMUQyJMtnrLuWfVa5OKnrHrvI0MppWFhqCEvTuS3AwmJrcbaFRGogkaO1MMi4wac2BFVMxNrqeBIUSUmJ4MSyeXyDykQRklt543OObel9wXoXG70vBZKL5CyE62vZ9a5A9Pg7mxQDXXlmKiDd3W9p/v7ubo9lO1DlSpUrcyBXZkqmwPzLla1GTob7XOx0rut7lzI0ycpWrjANUej66ufjyduL/ZTaLCmCpfssKZnjVqW6xtfVXqn+Zt0Ltxo74CJ4NfB1zee3AR8iU7CAbwZucvd7AMzsJuAqM/sQcMjdP9KcfzvwdJKC1dXu1cDbPb2Aj5rZRWZ2mbt/Up25++fN7E7ggYAUrF64+1c3fy8ceN9FTK2CpZ+rYhtOklTSk7T+8gvhuvzlTzK6J41iG0SC7m/+xuv7mv5U/1RzLhIpTfBnmzLQ+t1rLCJiJ2kJz1ozRk3O0S1If2VJX8rGDi0pWQPWmg1fFhbgzEJLhKLFGSgGpkcLs4hQzOYVywpyxRGxOUFLBDXxL2TltS9MjG9YoCUpIqqnaMmr7j260ayEMgpCj3EO6kvvM8Y56Lre1Znm2n7aVYi1cH0FOJBdn9Q1Z4DImuWA9LlBlSvNc6hyZR7kSpUpc44uxaVUpk+R6ospGkL+h7jxlcbYpzB1jTW2M2QFrEtB7FNwSsrSuNWr/D5K50vPoU+B2w3Fa8AK1qVmdnP4fp27Xzew+Qe5++1NP7eb2RcUyjyYtE2DcFtz7sHN5/x8X7tdbd2uE2b2FSQR/OlQ7nVm9mPAB4Br3X1kx8dmla0TUg7HYWoVLEGuNsukiThaOXUtDxqXy4kIiibZeG2V1ioZyYwmWBGSSExWC9eN9iHmk3C0nqp93ZMIgSCLrH760WIKLUk5596zlgjQ2ko6d86Vp2AqXVtt24jxEnnbI3XCfcSYhi4SFN2YYlxLjG+w0KaIqSz6kfythnZiG7qusalcdOlayNrIrcyxjejmE8k1TOaaM3AFq2KKUOVKc77KlSpXKmYCQ8h4l9tanyuf6pWu97khxu99ikw+rlw5GeoCWbrPcfff5zo45JmUxjFEMZpEad1pDFjBusvdr+y6aGa/DXxh4dKPDhxC6ca95/xG2koXzS4juSVf435uRnoF8Hck8XwdaSXsNVkbt4QxPQy4t/l8ESn76SPHjAuYYgXLae9ORCYPSs+JzmK4vpeWLMmCu0A7wcasUbm7kCZIWZjjRCx3nrOMkiURlzymQCRgOYwnQhOoSIGsztHhs5cQwTlSBIkYdSH/v+oiQHJl0rPICWRXnbPhkBuNnrv+CyJBEVmMRFR95zES0c1GxEMbvcZ3rPFo/FpViEQpuvCI1Oq6sTFis62L7hVbhipXqlypcqVi1pErDl0rW+Pc1HKFZlxffehbZVI7eZ+xXpcyl//t66vLhXKoopb303Wffd+nGXH1cBNtPKXrmpnd0bjo3d4oN3cWit1G6+4H8BCSy99tzed4/vPN5652bwMeWqpjZoeA3wRe6e4fDePX6tZpM3sr8COFe3xk08YvADe6+3ub708FOu8/Rz4vTw00IcZJTjEPMahcsQ7LtERJE61+RpoIRWxURtdzS6bIlNxtLLRhjFpTYzsW2ohW13w86lOILjA6olW3NMnKahwtx+OOUr2IaMEVSYhHJAcj5Cw8C92v+FiMb4juUConK7HKicCojNrIrcDqy2nfbSRKcTxLtMQ3Eh1dFwmKG8j28Ml10G+17xgHM3uLmd1pZn86Qdeq+wQz+xMzu9XM3mSNxDezV5vZ35rZHzXH0yZo89fN7MauY9IxTguqXKlyZV7kyjhMm0xp6s+lXNlplBSJXGkp/Y2ICk8X6Y5KSqlcSSnK28/by9scd75PQepShrpW8cYpR1314v1sVkHZbaytrfUem8SNwDXN52uA9xTKvB/4JjO72MwuBr4JeH+j+Bwzsyc18uY5oX5XuzcCz7GEJ5Hcpm83s2Xg10jxWe+KnTcKGk0fTwf65OM/lnIF4O7vI2UgHISpXsGSNXmJ5Me+AtxDS3oUB7Gn+XsBKYItWqBVVpbnNeA47aS4L5QT7s/GcgHtJLuvua54iFVG/fzVb3R90YS/yqhLSQy8jsHwchuKLi5xou+yPk8KWYhh1G1Hh/YH0kQP6wlcJE3HackjjFp2dY96dqebcxcwakVWfMT9zbGPNoZBKwWnmmvHm/MHSO93ifYZngSOkty/LqL9nVi4frw5Lmn6kKV5lTbOYyi2wNJ8PfAfgLdvoG5X5h2AN7r7RjJ2zWWWrypXqlw5j+TK9UyXTIE5lSs7jb4VrL7VKqGkbPT10+Xilys4Xe2Wxlpauepz6eu6/5JSN07Ri/3nfY9T5saNZ9qxzQri64F3mtnzSK50zwAwsyuBF7r78939HjN7LfCxps5rQkzTD9CmaX8frcwptkuSTU8DbiWJ5e9pzj8T+KfAA8zsuc2553pKx/4rZvZAklj+I+CFPfdzl5m9Evhl0pTz3cDdQx/GVCtYcslRMLMmulO01mZorZVyl4mW4ujmo88KlF4O7UbCcYpRF4/oUhPjJkRaojsJjFqbo0tJRAxpkHVTk6kC4/PAdFneo5uP6g9F7CO67eh+8gD0OMGX3JCiRTonQYtZ2ZVQdo31hFAW5NOhTB7joHGqjIis2onuRGpD7zl3JzrFKJHVsy29rz5sRayEu3/YzB4Rz5nZo4GfI2W/OQF8n7v/RVbmMroz72xmPL+7mfrTiipXqlw5X+TKtMmUZkxzKVd2GqVVo3EkP1dchD4Frau9vjJD2ssVoXHKzRClUe0NXdEqtd+lQHYpV+Oe07TBtzmLoLvfDXxD4fzNwPPD97cAb+ko96UTtOvADxbO/zJJKSqN8cm9NzGKZ5FSyv8aSSR/uDk3CFOtYGmiju460E6mcrcwWjK0QDtR7mfUuiuydH9oQ1mioCVLMDrBy+qrcShmQpPy2TCGWA5aMlEiQtFiLDIELXmKZIHw2Rjd+LIrOjBHtBiLdOg+ciKUuxDlgeciqtHVJydB0W0mkpM8wDyWi6QqtiXk70UkJxKlSKZEovV+YJSQwXo3n9L7GodtsgldR7L6fMrMngj8PJALh77MOwAvNrPnADcD/5cXNv3rg5ldAfw74LEk3gmAuz9qknamBVWuVLkS2xLOI7my6zIF5k+uTAP6Vpp0PZaL52K5HPkKVancuLpd4ykpVl3KV343PxrxAAAgAElEQVQPfWW6FLJxClKpbpcCWVIkS+WnDbPu4riTaFbWXrrR+lOrYIkMQDuJyZ/9DG3K40iUFsJ1TYR7aFMji+jInSNO4Louv/uzoZ2zoQ8RLk2YmnRjwLUeqsasiTdCfalvGCVDcqERCVMdjVNkQmRKbZT+tfXvJGt29O1fDX9FLiJh0rgIbZRIkO5Pz1dHDGY/zWgMRb4551nWW5kjyRFB0aHnG63V8b2JKC2ENmTFj6sJcczx3oZioKV5otSnZnYQ+CrgXUFg7y0V7RgSJDef1zbfXwv8FPC944c6greSLDhvBL6etAQ/3TNID6pcqXJljuTKrMoUmDO5Mi0oKQql1aSSkrUVq1+x71Ld0vjyv7F+qf2uFbLS365nMq5u/jyGnO/qY9qwzftgVQRsSsGylCv+HcAjgL8Gnplbs8zs8SShfIg0X7zO3d8xru1V4FhTKcZFHCLlSzzSnDtEmuysuX6wqXecligcoJ14ab6faMo5ySItl6Elkv++/PmPk4jUGu1+KOpPriOKEdjP6D43S7RE7Szt5CsiFbNMaTKP8RORFCneQm0vMkqEYhxFjhgPkbvv5C49ETkBipm6VlgfGxGDytWeSIeeJ7RxC3oOik1Q/MIK7f4yMYPXadp3u0K7x4ze6yrpvR5pyuwh/R72hjGdado40tQ5RPteZX0/xsDd6LLnMwZngT9k+KagC8B97v74eNLMFkkpRCEFeL6Zjsw77n5HqPefgN8Y0G+O/e7+ATMzd/8b4NVm9v+RyNG2oMqVKleqXGnH14NZlSmww3JlO2XKtGDICkqXa2E8V4qtKq0qdSlRkyo6Q1aP+saUl51U4SkpjV3PKo5lVt0F6wrWzmGzWQSvBT7g7lfQbNhVKHMCeI67fwkpUPanzeyiIY3Llz1ak+WOI8ulrkO6mWVal59TocxaVmaJlpzkMQExiF39lLJ/LYV2tCFpHLNnZaG1qIoU6ShZd0tEJGaxisepcL/5oWt5nRgwP65vZ31/pdgIEQ4RnDgmxa7EsnoeeoYr2fOPY1B8w9lQJhJHEapTzbnlrEwkXSuMugEZo2OeJPYhukN1HTSbgg4kQrj7UeCvzExBomZmX+buq+7++Ob4Me/JvGNNtpwG/4z+bDldOGVmC8CnzOzFZvbPgNLmgVuJKleockXPrMqVuZMpsPNyZVtlym4hV3LGubaVvqten4IzTpmIilW+AtXVf9c99Cl2+djGrazl48jLx3vvu9/Svc8ivInB2sYsgnMFG7Ph8DhsVsG6Gnhb8/ltpEDYEbj7J939U83nz5Py1z9wSOOaPGPMxF5ah21N7pEMKfZhsbl2knJqZVmLo2/+aigT0+tqcs3TBMtSDKOTfhyTxi3LM7QuKTlB6YpRyF/SOFLUd3SRn1Jf6ifGMMQxRxIUXWFi3EMkh7B+7xk9Uz07WftjmTzo3VgfIyEXnJNNGa1MLIfrGpOI0j5GrdDRnWhSDFCwDpvZdWb2raX6ZvarwEeAx5jZbZay5fxL4Hlm9sfAn5H+30r4AeAXSZl0Pk0bjP4GS6mWP0Fyw/lXG7i1HyYZ9V8CPAF4Nm261O1ClSvN9ypXqlyZQ5kCOy9XtlWm7BYmIftdSlJ+rmslTNfyVapcscpXp/IVqrztrpW0vM9S+T63wlyJ6rqXEnLFbJ5WfaqCNRF+38zeZWZPsw1o1puNwXpQY+3CU+75XguUmX0FaW769JDGT9Jm9dKEp9TJiok4w2gwsUiO0h5r0o7B3yqjyfUUo9ZPkSWRGdXX9ejKo7IxHuA0rUtNjHPQv2jcv0YuO4qTiMHnkZREi2pE/n0SC2nedt5unMyjlVffodvCHK3vsuSLuETLr6zuMbYlkpwYxyFCtRzKaKzxXUJ6/7FMHt+hFNu6Trivk71Pq4zNil9378pMc9WAul2Zd569yWHh7kqlepw2Bep2o8oVqlypcmVzcmVaZUrTzk7LlW2VKdOMUnzRkLLQvUpUWsHKlay+/se54ZXqlsafj7XketiFruvjxjTL6FMqK4r4ItLGwt8L/KyZvQO43t0/OaTyWAXLzH4b+MLCpR+dZJSNa8EvAde4l3dYMbMXkPbeOIfTtH71kcTsI0nm083nVVpiImuzSFBMTRzJy3JT7ySjk7SOZdIEd6xpSyRlH6OkaYlR668slU5L0jT55xbWSISiFVZ9G2VCBIPifjrRtXQZ4yZk/RZxy92iIgmSW060MMeVgkXWk6bcGr3C6N40Go/KnKR9NnmGrxjIHq3MsYyIqjNKlKJLkd6dAv6HQDEWY3DE3V8wvth0wcy+CHgZ8HCCvPDJUp2W2q1yhSpXqlzpxgC5MpMyBbZHruyWTDl8+PCEI91ZDFE48rii3FUvr58rTUMUp/xc18pU3ke81qVAdY27dB/xfJ9S13Xv48pOO+oq1XB4+vHcBNxkZl9PSv3+osYD4FpvtrLowlgFy92f0nXNzO4ws8sai9BlpCX1UrlDwG8Cr3T3j/b0dR0pjSxLZr5KCgoWMdlHmrguoJ2s76G16kKb3Us4Rgpe1wSvMnIZWSQFJmuiXAUupCVCCjg/RdpgUhNt3CdFxEjWZhGnvbSuR3Iv0r1ooo2xAtGFZT8t8VoMdXWvJRefSaF/Mz3L3AVFG4JGF6b43KLFWCQjj42Q+5XIrIU2T5He76mmf23+GV2etDHosWY8h0nvXyRH7jvHSe9xD+n9HaRNDKAyR0m/lwOhHWVcO0VywFcQ+kVMsJscgyzNh83sOoYHpE8L3gX8AvCf2NhCRhFVrlS5UuXKeIyRK7MqU2Ab5MpuyZTLL798V5cEhq5Qla6XFKLS6lNXO5OuGkWMW0EqKVVd4+hyIRzSz9Dzmy07LagrWMNhZg8gbS78bOAO4IdIiYAeT5Jhj+yrv1kXwRtJftOvb/6+pzDAZdImXW9393cNbVgT7gnShCVrcrTE7idNbCdZP9mKEEVL5nJWRgHNRuvOo2xfmuSjxTlO9JGEyHItiATEn3FuaZaVWv+eCrZeC2XjZpiRfMhSG/+1h5CiaLcQ+YkkSEQwWm5j1jERuDgGQnk9mxjg30WC4ntRuWhh1nhlYT5F60YV9+pRW+pbxHNPVia2cwmj7l8rocwJRuNxhkBW8zGYVWvziru/eYf7rHKFKleqXBkrV2ZVpsDOy5VtkynbjXGK0zjlprTKFBWjvhUelY/nS8pcqa1xLn+lMZRcCUsrZV1jzT+X+s4/9z2zeYP79m40PIf4CGk1++nufls4f7OZ/cK4yps1Vr4e+EYz+xTwjc13zOxKM/vFpswzgX8KPNfM/qg5Hl9uroWRiI4CyuVWIgIhdx4nTV7y4/dQRnEVZ5sycS+U3O3HadP+xsD0mEFMVsmT2Zg03ri/iojNydCmgsGji47GGV1X4sR9Ioxd41fwvCbwcQkW8pgHueaoLbWtvpT6OGZBk6tRToRERGTNPRnq6d4iKZH7jsoqhiLPzLUa2jzV9BXdcxRbovGfaMqLeEWXIZG0E4y68ahMHNMZRlM0D4WPOWYYv25mLzKzy8zsEh3b3GeVK2G8Va5UuTJnMgV2Xq5sm0zZbmyW6He5u/UpZlGhiUepzah0la5HV8Ah99LVj9rpUqY2soqmdvvGMG+Iz7F0VIzgle7+2qhcWZOF1d1/YlzlTa1gufvdwDcUzt8MPL/5/Mskv8WJICJ0H8mV4wAtaYlkaJGWwGi/GpEMWZuVset+0g0foHWFEVmKE68syZGsLNNaZhWsrBiBGKiuIHaRDREJjc8ZtXDr3zhO7iJDK6F/kSdZnGNwvf4S2ovQv0y0LMs6qrEq6D7GQhCekzE6XhGMGEchCzu0cR8lEqT3dTI8ixjXkJPBs7TvKZLG1aat+2nf2b6sTCS4ineJJEj3rXZgciI0cAVrVt15rmn+viycc+BR29VhlStVrlS5MkiuzKpMgR2WK9spU2YN41aZhqzs9K1glRSfUrxVvkJWWk3rWp3K+8zrlMbWpbidb6grWBPhWuCd2blXkNwDx2KzLoLbBiORmmXSJCe/dfnSLzWfLyHFQige4gLabGAqc5jWl361OSdCstj0s4c2O9jdJH/7A4zGRGgSPUIbD6ExLIcycjtSRrGVpk6c9C9g1D1HL0LWyUhaFEsh5C41MOoilCO63Oi73HdKKZXlKhMJEKGOyNP9jKZphtFA8WjJFQmS69XZpv3DtKQJ2hgKbdh6mvSM9V6jFf9U017c/HN/1tbppow2kL24UOYo6Z2fbsavTUQnwQCRNZPuPO7e62M8a6hypcqVOZIrMylTYP7kyixhnHLRF/OUt9Hlulda0cpXsSZR7kp1Su6EpfH3KYR9fc4rtnOVygZs6N2UuwZ4ZfP1x939bc35JwDXk8Tpe4GXurt3tWvp5f0M8DSSeH+uu/9h09Yq8CdNH591929rzj8SuIE0xf4h8Gx3P5ON76lNmw82szeFS4cYlNMsYbMugtsGWW33N9/l1rJKO7Erq5OIzQnW71+jwO69pJuNrjUiBjGD2B5ay6RcZ4SlUDYGOUfXl+hupPJyAYouLH1724joxDiJPIZA1t2Y0UzfTxU+qy99j1ZwGA0yz4PfNbY8O1d0aZJLTsxYJhIUrcaRBC0zSoII7esZabUgpkaOqwInm7b0OxAhjOOVC49+B3kZuS9Ba2We5B8jWu27DsbsWTOtMLM9ZvYSM3t3c7zYzCb1dJoaVLlS5cq8yBVmVKbA/MmVacNmSPQ4JafvXJ97X0kRK6G0IjVJnbzfceM8n6AYrG3cB2vsht6NsvQq4InAVwCvMrOLm8tvJmXnvKI5tKVEV7tPDWVf0NQXTnq7gfq3hfM/Abyxaete4HmF+/g8cDNpurglHDcC3zzsUUzxChakyWg/7WQry6bIgdFOgJro5R4Sy4hQiTwofXLMvKX9S9ZIVsn7aa2scfKUuwi0MQKaaOO4LdQxRq20cjvR5L7atFmy7qqNVUbjKeK/Qf59KGLGsDhefc+t3opHUZyFgtVjzMcio0RDsRQlEiQ3KyG65tzflD1Mu3KwyHpitUr7G+iKydCeRiJCeRm58KjMRjKpDZjOZtXa/GbSo/355vuzm3PP37URbRJVrlS5MidyZVZlCsyhXJkmbIcCUVoFUl+5IlNaRYrnu5Ji9K00lc6VVqE20ub5hG2Os7oa+Lrm89uADwEvz8p8M3CTu98DYGY3AVeZ2YeAQ96kPjezt5M2BH9fT7tXk5LSOPBRM7vImmyhpcE1K15PBv5FaOvVjCpmuPsfA39sZr/i7oNXrHJMvYKlSS5aOKMlU5bIA6SJ837W7z2jMgqSPhHKxFgHxUMs0looRcZiEPRyGKMmW2EttGehjmILRIaUEWtPaG8xO2A9IXJad5YYAxGRW5ApfC/FV8Q4iJL1VKRC7knxXvOgc9WXZTtahUWC8uBzPXOtGGglIcZRiIRp5WEPrcuVzJ+y6otUWaFMDFLXHjVxRWISYjkwBmtW8Y/d/cvC99+xtAfEzKLKlSpXqlzZdcydXJllDFE6cle8PgWqz0Ww1GZfn32ZBEsrV0Pvo4RJknHMKrY5BmvIht4PBj4Xvt/WnHtw8zk/39duV1u3A/vM7GbStPJ6d//vwAOA+4LSFPs4BzN7p7s/E/i4mcUfrqUh+OP6HoIwtQqW7ugCWkJxD8mnXZbVOJkuhjIxC5b84kWKlknJ7DVRXkg7kasd7ZMSUycrpfNSaE+xEMea435G4yT2hLKa0CMROhvaF4FTHVlhozU8WqDzFzfEJpGLDM8+xw1KtYeLgs11yLJszTOJpE+EIGYTi/vRLNHGRui+VF6kJcbEXMBoauuzpLgGPe+zwINo9wNaoM2wdrzp+yjJ0fYQ7W9Bz/84aX2YUOZA831SYjPHYaOrZvZod/80gJk9ihnmfVWuVLlS5cpUYK7kyqxinOteSfHqUz6GugxuxA2xT9nqir8aN94h/c8TBmYKvLRRTITrPO37BoBtfkPv0kP2nvMbaQvgYe7++Ua2/I6Z/QlJdA/p46XN328Z038vplrB0qQra/N+0uSljTbzIHHFVdxPu69JjDXY07S7TOvCsUi7Aehi6E8TW8wCBe3mn9HdQ+4hMW2v4h8UQyC3IpGGfbSW55g56wyte0/cIFT3kFueI/pEg6zHEXlwushj3L8ljlH9ijjmY1IMg4hN3I9GFvU8NiKSID1nbQwqcqO2V0jPVm4+yv4WYxtEcE+E9uJKgfqUC9Zx2t9WtDJPsiY80NI8qxm/XgZ80Mw+Q3rVDwe+Z3eHtHFUuVLlyhzJlVmVKTBncmVWsZnVHuhf+dqIsjKJS+BQV8FJlMfzAQNWsO5y9yu7LvrmN/S+jdbdD+AhJJe/25rP8fznm89d7d4GPLRUx9319zON++E/Av4rcJGZLTWrWLGPeI9yMbyLFMu1ZmZfBHwxyWVxEKZewRIR2EuyAsqKKKuvSIg+7wtlNPHupyUh+q6YBe11EwmGCJPGcYJRkqEx6XO0CittsyzK+5r7iHEQ0U0nZs+Kn+XmE4neYtZGJCFyF+qD/q1itq/4WYHxIjQxYL0UrL6YtSfilJMgWdlFToUYGyEXHpHe6HazyijJPE2bZEDPSOMQETrePEMRHBFRaAPZjzdtH6CNh5G1OmZXG4I5ziL4ATO7AngM6RH+hbufHlNtalHlSpUrcyRXZlKmwPzJlfMVJQVlM4pL3wpWKWPguLb6yp2PyhVsewzW2A29gfcD/zYktvgm4BXufo+ZHTOzJwG/DzwH+Nkx7d4IvNjMbiAlzTjSKGEXAyfc/bSZXQr8E+ANTUbCDwLfQcok2DVG4cPA1zTtfYCU+OI7gX855GFMtYIllxhZiWVJlhVRaYlFDESW4kS3RJu62MJ3b67L5z4Pylb8gtOSG/0s8/1V1LYObWApUiELZh6fIeu2MoTFFMey2IpgrYQ6aivGOwwJnl4Lf2XdltuOiOFauB4DzeP4IwHTfca9fpQYYIXW3So+LxgNBBcRgpYEqXzMbKasXHKtiu9Vrkh670pKEEmOxqv3GfvM3YsmnennzZXHzJ7s7r9jZt+eXXp0M3H9t10Z2CZR5UqVK1Wu7B7mVa6cz+hKaDGu3CRtqt1JshGWxnK+rloJyiK4jXg98E4zex7wWeAZAGZ2JfBCd39+o0i9FvhYU+c1SngB/ABtmvb30a4WFdslpXJ/GnArSfRqFfz/AP6jmWm6eb27/3lz7eXADWb248DHgf/ccz/m7ieafn/W3d9gZh8f+jCmVsGKe7yI5BhwEckH/m7SRBrT6C4117WnzBESKVmmnRAXSPuRyDJ9nBQ7cZLk0rO/uS5Lph6QCNMJ0qSn4ObcZUgW0uhSstR83hvKyzodXWPyPWpykgIt4YmxE9GtqM8hNZKc6H4SrcmxvT3ZuZz8KJZCiQJk3Y3ENc+epfJ6NoqN0Hu8kNGgcpGaYyTnWW36KsIkAimi9HfN5wOkuIwDtO9QAfV3NO1B+r1oXyRIz/0IKeZmKOY0GP1rgd8BSimgHZhJIlTlSpUrVa7sKuZSrpzP2Kiys5GyQ9rYarfFecN2Klg+YEPv5vtbgLd0lPvSCdp14AcL5/8n8A87xvgZUnr4ITAz+0rSitXzmnOD9aapVbCcNl2urJuyEisr1HFatw5NiopziP7+J0Iby+EvTVlZJ/WvJzehOKFHK/JxRknLAUYDx/eG8hpH7t8PowHw0cXHaX32ZXmOJAbWbxAqjIsSLGUCixbsaFnWuGI70RIe9/SRZVnxHSXXHQW455ZexUbkGbui5Ti63Sj2Qe5L0RKtTT2VPEDPWm4+Imw0bclaHZ+3sppNgnmzNLv7q5qPr3H3v4rXLG3UN5OocqXKlSpXdg/zKlcqpmd1KI/DmoYxTRO22UVw3vBS4BXAr7n7nzUJMz44tPLUKliQJiyl1YWWZFxAmtBWSROqLL1yNREZWiVZDY+z3g1G7jpOsjqeYXSChNGsXhEnaUnJKqObYMZ6i4xaYmMcBIwShxjYLVKkIxKQaCmOsQ/QPxlH0qPvuaV6MXyHUctyJJeKJdD+QbKKR0t6vqlmDCY/GerKGi2rve5DJFYkSCTyAOsDy0WC9J4PMurCI7Ik1yFvzl/AaAC63Iv0OxiKOU9y8V+BL8/OvRt4wi6MZUtQ5UqVK3MiV2ZVpsAcypV5xyzuJzXt49tp7ICL4FzB3T9MisPS988ALxlaf6oVLLmwKC5AFky524jkRB9+TcKySp6lnSB1xMxbskrKEnmc5E4iLIVyIgmyrMo/P886pSMSmujzLyuxSIP2bykFmS+Gv9HSHN1wckJUQgxaz0lR7qoj5EHrp2gtyiIV6lsW+RiwHsenez9Gm0o6khG9w0iCZGVWBrQLaEmQ4iPOMGqNPkBLlvS70XhFlqB1B5LFOq5MbMQtZ4BNaKYC0s3si4EvIZG4GC9xiHZP3JlElStVrsyJXJkpmQLzLVfmHePSn2+1MjMuo2DFxlBXsIajyRz4I8AjCPqSuz95SP2pVbA00d1BmjQPMbo5pGId7iRNhJeSCMzFTV0FGC+Tdhy7hzRxHyYl8Feswh7SXiX7ad1LbidNlJosFTshQrTA6ER9ltGUvNpjJdbR3jay0spXX+U0KcvqHFMwR/caiZbSixtChEpQPe1XI4Kn8YpIyLVK5EeuN3G8ggjQ/YxuCCpie5jRZ6U6io0QsfGm7AW071RlT5F+H0eadvcDD6R1xdK9aY+bu5p7+QLad7tIS9KO0sZIKOX2EMxprMRjSHtAXMRovMQx4Pt2ZURbgCpXqlypcmVXMZdypWLr0ZdRsGLjqCtYE+FdwC8Av8gGxPHUKljKuiT3DxEgTYRxf5oV0iQmNw5ZfGXFPUBrtT5GmlgVV6FyagtaC7Ygq6XISEyffIqWIIg0iPxEi2u0bsfgaGXKUhYqkQpN5tGCHi3CpfiIIaInj5twRsmPLMvaR0ZkSOeiK5SIRLzPeF+yRp8MbcltR6R2IdSJWdpkYY4kSM9NwecKUld8hCzMelaycJ8g/T7kQhX3rxGpVXC8yhxgsniJeRNZ7v4e4D1m9pXu/pHdHs9WocqVKleqXNk9zKtcqaiYFdQVrImw4u5v3mjlhfFFdgcLtDELx2n3lVHORWXMktuN3DS054qTJsM9tFbjJdqsXQqKXqN1E9pPmnSVresY7USrjTGhJTqxvFyGjtHGA8jtZS2rp7qRFOTuK8doCYHIhCZsudRoTxkRsNWeI8Y4KG5Abanf+0Of6l/9rtDuB6Sx52mS5YYjq/SJ0M5ZWnecfINOkSARVcWuxPKR3ETiorTJesdy35H1V+5ZCny/kNFkA2uhrRgrE4nxOMTU2V3HOJjZW8zsTjP70wm6Vt0nmNmfmNmtZvYmC2Y+M/shM/tLM/szM3vDpG0DLzSzi0J7F5vZuuw/s4IqV6pcmRe5Mg5TLFNgzuRKRcUsQDFYfUfFCH7dzF5kZpeZ2SU6hlae2hUsI02CmsCO0k540JKhg7RZoY4AD2A0oNtIE58sqseacuoD2mxeIkMHaYOljzbnZI2Ngday+h6g3aflJK0VNqZbllUb1gfMa7+anLTEuIMYIyCLex44Ps5dJwatK0BbpFGkIY5Bz1mW5X1hPDHmQm2KMIlkyX1H72Avo3ER0BI5kZGjtPsU5SQI2ud8nPQetbpwkDbeRPej96H3rXdbyu51NNyLYjImwRbYhK4H/gPw9g3UfTPwAuCjpH0hrgLeZ2ZfD1wNPK7ZcO8LNtD249z9Pn1x93vN7B9toJ2pQJUrVa6cR3LleqZTpsCcyZWKillBXcGaCNc0f18WzjnwqCGVp1rBupDW8rpCiovYR7sHiXzul0kE517gb0nxEhfSTmh7acnIBcDnSUTnYFP/AYxu2nlJc0370/wdaRJVoPMh2slcpETWW1k2FQCvQPMLGXUJ0mSsF7CX0eDvaDFXIHVEJGIxhqK0JBmD1aP7Tm6riPvuxLiUGFgfIeu27l2B5hr7Iu37ifdOqHeU9jmfpN3UNQaU6x5Ok/a3ia5WlzOaAUzP637a34TR/iYUbyGyeYL0uxIOMrpnzhDIDWozcPcPm9kj4jkzezTwc6QQkBPA97n7X2RlLgMOyd3GzN4OPJ20Qd8PkDbYO930EW91KBbM7GJ3v7dp/xKmWG6MQ5UrVa6cL3JlimUKzJlcqaiYFdRVquFw901tHTHVAm2R1mddfuv307r5rNG69Mi6eIQ2bkKTriyky02dg7RkBVrrdYydiKmGtb+KJn6RlmgJjhZgERn5/q8015fDsS/rI7rDqM3oIqJ4ikhkNjP5luIvIrmLlvrcoiyrtUhPJIBns3vVfjAiVDEWQ+RJAesLjGbhis9EFuZIgmRdjlb46OZztPl+OJRdoiWBp5q+BcVb5IRvCLbJJnQdaffzT5nZE4GfB/LsNQ8Gbgvfb2vOAXwR8DVm9jrS7f6Iu3+MyfBTwP80s3c3358BvG7CNqYKVa5UuaI+z0O5Mg0yBeZQrlRUTDvcva5gTQAzOwD8a+Bh7v4CM7sCeIy7/8aQ+lOtYCnw+yDJYqi9ZWImrGiJVIrlE4xaXxX0LHeUQ835GBegn9zeUFbuHHLtUWyF4gXklhKDqkXSFG+heIljtOSgRKQWQ32a7yJ6TkvioutNbkHW5xzRCh0/R8ITv+fkR8hjL/RM4n3qeSyHz7E9xWvEYPKYWjmSoDw2Iievyusby6qcfgcqq3e1xGisiLKuGS1ZmjQwcWC2r0vN7Obw/Tp3v66rsJkdBL4KeFcIf9hbKtoxJEi3ezHwJOAfA+80s0f5BBLW3d9uZrcAX9/09e3u/udD608jqlypcmVO5MpMyhSYT7lSUTELqCtYE+GtwC0kuQnJ2PQuYPYVLGjjF5SCWPELmvwUt7BMmgEOMLo55AKt+0YkQ4ImTWitqDF2QtZPow0wP8JoCuVIJqBNMywiIFecs6TJd5k2HkCTfoNHl/8AAB7aSURBVJz8I6kifNYMFifeEhkqoeTusxjOdZEfPZPoXhQtyzqnmBERoGi1VjurjMZQ6JnEwP5IRDyUP0H7nrpIkDJ7KQAe2sDySFYVLH+UdgVDFu6YiW0SDBBZZ4E/ZPimoAvAfe7++HjSzBZJ//AAN5JiJR4SijyE5K0GSRj8t4b8/IGZrZEyj//9gP7PodnB/O9p/nXM7GHu/tlJ2pg2VLnSfq5yJWEG5crMyhSYT7lSUTHtqCtYE+HR7v6dZvYsAHc/GRP+jMPUKlgKJt5L67+/jyTF5Vt/SbimifcLSZPgfaSJ8wijVsQl2glXVue/a+rsJ/nJP4g2iHyB1sdeFlLtfaOg80sYDTwXEdhHaxE+QOu+cra5D5EtjUlkSGmgc+tvdDHZ6hdXsmLLehxTIyvGQNbveN/7w5gFBZvLsnsPbfrpPaRnHa3ACiZXnTtIxEZB/pfTvrsY0C4Ls2bnZdJGKwdJz34htHk37b40kIIRROJieuWhGEdCG0y0Kai7HzWzvzKzZ7j7u5p/6se5+x8DOUE6ZmZPAn4feA7ws82l/05y//lQs2HeMmnbnsEws28jufNcTgoreTjwv0ibhc4cqlypcmWO5MpMypSm/bmSKxUVswBlEawYjDNmtp/GDtnEsJ4eWnlSr4UdgyyH0AaJy6orHKFNsaw0y/J3P0xLFuSPf4o2bkEW5wMkoqNUy/LFl1U5plvWxC/XEKe1VMe0x2cZTaGssR8gEZ7oMqJMZUdp4zyOhfZimyImStEcj6HPNB5xs0/FdahPuTjFcSnuI7pYXUBrzY3B5mtZm/E5efP8YqxDTJcsS7DqKGXyhU1f0cKsTGEKPqcpe5hRchPjI2SxpmkjrkTQjDvGUAxB/mwL7+ewmV1nZt9aqm9mvwp8BHiMmd1mZs8D/iXwPDP7Y+DPSNm7SvgB0kZ4twKfJgWjA7wFeFSTpvkG4JpJXXmA15LcgT7ZBHx+A/B7E7YxNahypcqVeZErzK5MgTmTKxUVswLFYXUdm0GTxvwmM/tU8/fijnLXNGU+ZWbXhPPF7SG62rWENzXlP2FmX96c/3oz+6NwnDKzpzfXrm8MTbr2+NIYG7wa+C3goWb2K8AHgJcPfR5Tu4K1RpoA46aTyyTLsCayVdq4CFmRY3D6WlP23qztGBugNhdIE68CnmVtVWxE7toj4qQ9Vs7QTtJyMYopj6Nry2pzTlbYmClM/cS0wyXLc4yt6Mv0FZ8njFpF+yzLsqrLqgytm46s6VoFiG5Mcv3RvjjHaYPDT4d6ca+e6LqjoHO5Y2mzT6VMzuMoRIKOkt5zJEEx+DymbI5uOodCm3omiuEYioExWP1tuD+r49JVA+reDHxp4fwZ4Ls3ObSz7n63mS2Y2YK7f9DMfmKTbe4aqlypcuV8kStTLFNgzuRKRcWsYJtXsK4FPuDurzeza5vvIwpJkzH0VcCVJDF3i5nd2GQULW4P0dPuU4ErmuOJTf0nuvsHaVblm/5uBf5HGMbL3P3djIG7/48mVvRJpOnhpe4+eMV+UwpWM/B3AI8A/hp4ptKuFsoeIrkA/Jq7v3hI+0dJ1sWYEUtZvjRRHaOdiGNwetzQ8W5aMiQXlBg7IQu20frkx8BrESyNI6ZelnVaVtjToYzcVSJZWAifl2mtvXHTUZ2L5fdmbWj8MVsXdMc76N5jtjBZxOXGc5pRAqj2ZC1XWuqYdjn2FzOTnaEllbq3mM1LRDGSIKU3FgmSe9UBWqt0Hhshi7iSFRxmNO4hBp/nBEeW69w6HveuGYoBRGgid54pwn1NcPyHgV8xszvZfFb6XlS5UuVKlSvtvfdgVmUK7LBc2W6ZUlExC9gBF8Grga9rPr8N+BDrV3y+GbjJ3e8BMLObgKvM7EN0bw/R1e7VwNubVfSPmtlFZnaZu98e+vsO4H3unu9KMhZm9gF3/wbgNwvnxmKzK1hjtdWA1wK/O0njKyQSE/cZkbVxP60P/UnavWcuonXTkdUZ0oR8T3MoaF1uJHtDm2dIcQxyI9lLir9QQLPcTtS29lY5RWsl/Ryt24+ygikDWCRBQh6nIOvzSrh2nPUZvXLyM8TS3NdGzFwma7JITx5wDy3p0V9Zk0/SploWgVLw+P7QHrSuRCIqf9e0IdL7QFriqjiKmDJZsRGyMF8axi1io7gZBagrJkbvFFq3o2NMPssPjME6bGbXMTwgfVpwNenR/CuSe9Fh4DXb3GeVK1S5UuXKWLkyqzIFdl6ubKtMqaiYFWxzkosHSblx99utvBH5g0nTmaBtIPq2h+hqt6utqGB9F/DvszG8zsx+jOTyd6329RPMTNPwpY07oqaWQ6S40UHYrII1RFvFzJ5Aijv+LdKy4GDErF3QTtaQJqCToVzMOAXtzWk/miOkSe4IoxOXLMciAYebfuRKcl9TT8HlF9BadxWELfcb+eJrcj9F61oUg9VjmmEda7RuO9qfZiX81WdZdOMEPCRmIvYlYiNSEq3pMVV1yYIta7ViLERmFLuiDFqLJMIRs58tZe2INCmYPLruRHcckaAzoWweG3GQURKkIPqjtCQIRvfEkUtVdB/aCLY6ycU0oMku9h53fwrpFt+2Q11XuUKVK1WubG2Si2nBLsmVbZcpFRWzgAErWL3bP5jZb5Psgzl+dOAQuraB6NseYtK20sW0afo/BN4frr+CZHNbJu0L+HLWG3e+H/hhkjJ1S+jnKGmj9kHYrII1Vls1swVStqBnkwJZJ0YpfbICvJdoLYPHSBMijJIhufUs0GYAi5bdaE1VeZGE+2mJzcGmrzz9sVxaRCagtYaKEK2RiJJiIPIUz7kVV28z36cmD3T27HMXIunKCVgkRn1uQSJgMdBcJOI0LYmQpV8B59HCDqPpmY/TEpCTtAH7IrSRBK2S3ofcrY43ZRQbod9DJEG5+47eb3QjiumVY7lJLM7zuILl7qtmdsLMDrv7kfE1tgxVrlDlSpUr87mCtUtyZUdkSkXFtGPACtZd7t5pXGgMI0WY2R1y0WuUmzsLxW6jNXZA2gbiQ835ru0hutq9DXhoRx2AZ5JcfZXbiuA+eNrM3gr8SOEefwb4GTP7IXf/2fz6UIxVsLZAW30R8F53/5yNSR9vZi8gBbidm4y9OY425+QvLzJymNaCDKOTXk6GFA9xJ61rzCotQRGxUR8iN5oo5XO/RLvfTIwZiEHichHShpma6OUOJKtyDO6OLi6RhOh+9Twi6SkFmZdQIjjj4ixi23LXiW5G2u9Fe9bIgi7XKLkz6bnDaHrmUyQrvtI0y2IsEhU3e1UshzKQyZn2ItYHnveRoMOUg8+PMuredLAZ2xAMDEafSWsz6TX9SeMnfS4Jmru/ZDONVrlS5UqVK/0YIFdmVabANsiV3ZIphw8f7i1bUTEt2IEYrBuBa4DXN3/fUyjzfuDfhgyD3wS8wt3vse7tIbravRF4sZndQEpycSSLv3oWacXqHIKiZqQYrz/tuhl3/1kz+ypS7OZSOP/23qfQYKyCtQXa6lcCX2NmL6IJdTCz4+5+baGv60hLduwxc8VDQJooj9FuzhkDyZ3Wepybw+RnD20KY1k3lfnpAKNB6tGiLdeeE6QZ4SjpoV3AqDuIhUOuKyIDIkJKnayg7+XQp/Z6kdU7J0U5MYL1xGecpTmiK64iJz+K3ZDbTcxMdqI5LzcoxbHonnLrsuIcRFKUpQvaoPMDjJJSZQ5TnXtpNyFQkHqMX8kDz/V7WCQ5z2oVQfeqjWajVVmB75Ngjrfu+01CgOdWocqVKleqXBmPKleGY7dkyuWXXz7Hr6li3rDNMVivB95paUuIzwLPADCzK4EXuvvzG0XqtcDHmjqvUcIL0vYQ15NE6vtot4cotkvKNPg0UpbAE8D3aCBm9gjS6lYeT/krZvZA0lTwR8ALu27GzH4JeHRTTvYuBwYpWLaZh21m/y9wdwgcvcTd/01P+ecCVw7JzLPXzL+AFDweU38coA1sFlnR5HeC0Y0eL2zKKkBd8QgnaPdDkYVRvvZqPw+YlrvKSdqA9uWmvDYEjVbjiLWmribeuLmm3lhMVbxEu4llnlmrzzrcZ3OLb7kr+5fGI+JzgjZGQ+MmjEebmOo9xNTIQrROa0PQE7Spoy+hDdhXNjGNbZXWqqzkAEZ6P4p30HOShfk+2j1/hEtoXYP20L6HU4xaraF9n4vA38AtfUvlwj4zf/iYMp9MAuCDzIg7j5k9zN0/O77ktvRd5QpVrlS50i9XZk2mwO7Jle2UKZdffrl///d//9YNtqJiQrz61a8eJFOWl5f90ksv7S1z++23D2rrfICZ/S/gsb5BRWmzMVhjtdXNNL5Immxj0Ln2pxGiywe0FmdIk6HTWoRFJvYyGox9T1NPmauitTQGZ4vkaJ8cBWMvMLr/isYuy/MCbSB7bFv1FW8QicYpWhIUg9dF6PL2uyzHETGmIu5TozgMjUdk6BSjLip61tFlR88oEsfYvizrp2hTT0cSqf1idK+qL+KVu+5cTLshq6z8InEKiI8B5coaFlccRIK04iDsJ/3e4r0MxRwmufjvgDbt+6/u/s93sO8qV6hypcqVuUxysVtyZVtlSkXFLMC3YDPh8wx/SnI7vn1cwRI2pWC5+90UgkGbTQrXCSx3v560/DcIRjthyv8dRie6GJwOyWJ8lNY14zjJqrtG68qzSGsVNdqUzCI3sU/51UcCovOqdy9tILUC3/P4BxEpD+3tpbXuyk1G3+WUrj7jOCxrO7oSdUHkRERIsQ/RZUcxD3Gvmmg9lxtMJGixX8/aVjyFnu0pWvcrEcc8vbLGoZWDu2jfpdIgx1UGWcVFtOJvY4mWaMW4C5GgWFbvXIRzEi/lgTFYs4b4c3rUTnZc5UqVK1WuVLmyldhumVJRMSvY5hisecOlwJ+b2R/QepHj7t82pPJmV7C2DZpUl2jTER9nlAzFuARN2gea8zFA/T7aCX4fLSGiKXtR04985u8lTeQX0KZPjmRGe88o2Poe2rTAGmsMyBaRifEUy7TERBnHRCA0Wa+GIxIjaK3feQYv3VN8jlDODLYSrqltjU0Zu/RcIxkrES9ZqiOROd08m1O0BPBiRrOeLWVtyDJ9P218CSQClG/0CW1Q+wnKgefK7KX7PBvaFhTnoYB2WbonwRzahLzj80yjypUqV6pc2VXMpVypqJgV1BWsifDqzVSeWgVrhTRZxXS8e0mRqdFVBxJRESHS5wtoLY+yCC+SJscHMDrZK1BZ1so7m7aV9elBjE7cIjiyRh+knZBPAn9LSyjk3nMhbSxAtNJqUpcLUJebTWn/mpzcqH6OPKg9ZjKLrkrRLSd3F4rQGEV8FEtyjNE00s5oLMkyZcuyYilOA3eQ3pnu4wtordKyeMeYk7sZdd/az+h+NIuh/CkSCYqEaZH0exCZFuGeZN+aSCp7MGsplb/MzJRkb3/zmea7u/uh3RvaxlHlSpUrMDdyZdZkCsypXKmomAXsQBbBuYK75wkyJsLUKlhOsh5qApTF80LSRJbHQwjKFBUtu4qzWCVZPpUhTL72ccJfpN17ZbVpf5k2u1e0ZotEaNIV8VkgTboKYJcVWWQg3xMnxjrE+Afdl8aqf4t8vxqyz/qeB6rnaZRjv/E5wHryE/uV9fskbYyCNkIVIdAKgdIXx9TTgjf1tPdNJCmLJEITs3lF1x1l9IrJByD9PvSeFHsRYyPyOIoLGSVBK6Tf3ci23gMwwCY0U/ES7r44vtTsocqVKlfmSK7MlEyB+ZUrFRWzgrqCNR5mllOAc5eYwBA0tQoWpIlOWaFEGBSLEMlQKXYiTuoiT8K9tMQkkhPV0+StzSfvbsaibGDRvUVkSKRGBEyuLLK63sMoWdL+LDEWIY97iKQkEiNoLczxO9k5oeTis5B9LxGfPL4i36/meLg/uVjtpbWui0DGGA+1K7eluCGoAsO1KahiKmKmNgXJK1NXhEiQCK6eRx8JUhprjUkEaxLMaazE3KLKlYQqV6pcqaioOL9QV7DGw90v3Ip2plrBgjZGQBbkmNkrJ0NrtC43mjzlB79AmzpZaYIvbOrIpKbJ8wCjLjv30VofT9Nm74rWUxELTfhnaYnW2aZv1Y9B7yXLc7RARzKUE5dShq8+V55xiJbtaFEuWZa1B4+evwK/9zCaFSwGrMuSGzcEvTdr5yISCRKRiiRIWdZkkRb5sqZvBZPruYhs5SmTIwnaQ0tkFKOxEVSRNVuociWhypUqVyoqKs4f1BWsncPUK1jauFPWR20YqexTd9NOiCdIuRSjxXEPaZK8gGRBPgn8Pa2f/d2s98cXyTlAGwStjFVHmmNvGI8ySsUsXsvNmDTJXkxLImSl1Z41sN7qrKBrtZlbonPyNoTs5NZoxWFES7JIjzYvza3LcayX0BJGxXvk7kBxH5wztKTkflp3Ge07ozgHEcsF2hiKGMcS8UBG4yJg/aagZ0L5ZdbHRmg8kSxNigFEaBbjJeYWVa5UuTIHcqXKlIqKisGoMVg7i6lXsARNUpps5U5zkNEsYNqzRG4oMJqtykjkJgY830MiM3LvEeHQhKyNL/fR+ufHDUJh1CVIbcCoa47TWp6XGN1oM7ZlpIlZBEhkI4+tGJfpS+jK+JXHPoiknQ3fVXeR0X1fZB2PLk36G/s7xWg8hdyihLghqDKoRbcdkaATjLruKFGAMq9FEqRnGdNqQ7vqEEmQMqnlJGgpq9uHgUkuZi5e4nxAlStVrsywXKkypaKiYiJUBWvnMLUKlibVOMGcoHXziLET1lzTBKuUyMqYlWevksuJCNQKidycIU2sedC0Jlq5psitRdbMv6f17d/b9BndiRRP4aHtPU2/cb+aaNGNwdB5Jq7F7LueV8m1RxDhgdEMYqvZ97h4LGIXiY/GryMnepFcnaV1gVKw+enQ9n7Su4jvM45V+90oliKOK2b0ivW0IiC3LUHWbCULiO47JRJ0AYlQD0VddJ8NVLnSosqVKlcqKirOL1QXwZ3D1CpYRnkyki+7JmlZdjUha1Jz2jS7so5qstXEu8ToJKvgavn7y7qrFL4iU06aWJWmWVZnuf8oZkMkIhKraBkWOVpr6oqUyFoqMhA378yfkUjAYnZeiHVEhPLMYKoTxyqXJJ2TpT6OPxKgGAcRyZziTLQSIAIk0qjg/ui6Iyu39ruJZFjW5ZgFTvd2luS6k6dClhuYfjMa6xnKsREi20NRg9FnB1WuVLlS5UpFRcX5iOoiuLOYagXrQPM5xhQodkKWQ7lmRF/96KYjcnOI1vVkb/gri6XcOVZI+80shmuHaUmUNpqURVUZq0SK7msOaCf7fYym7c2t0NDGVsDoxJrvWxO/i9DEeIe+5xnJi0hdtMDH74TzOWKwujYwFQlRGunorrOXFGSuWAg9h2ghFok6QrvPUCQXIjMXMmqVPk2bjjl33ZG7j96fSJsyi+VZvWRhPsDkqDah2UCVKwlVriRUuVJRUXE+oa5g7RymVsHST0AWv0iGIE1istDGFMpK33s8lJerzoXNdVlSNRnH7F6yisZJOVpdVXeJ0T1hFJx+ikSE5J6j+mdps3stM7o5aHTJgVGCFK3RpZgHWE+C4ueuDGGlGItSiuXcUi0yJkvymXDovoVFEgHSZq0in3ru0WVH1nW5VAmy3sfkAnE8pU0+IT23g7QbviowXsQ1349GJChuzDoUW2FpNrO3AN8C3OnuXzph3ScA15Me03uBl7q7m9k7gMc0xS4C7nP3x29yqDONKlcSqlyZf7lSZUpFRUWO7VzBMrNLgHcAjwD+Gnimu99bKHcN8Mrm64+7+9ua811yp9iumX0x8Fbgy4EfdfefDH1cBfwMSVT/oru/vjn/SOAGUqjuHwLPdvc4PWwZbFq1WTP7e+BvNtnMpcBdWzCc2v/52f/D3f2B4wotmPmeMWXOwC3ufmXXdTP7pySO9vYNkKE/AF4KfJQklN7k7u/LyvwUKSj+NZO0PW/YArky67/p2v/uj2FL5EqVKdOBOZAp0zCG2v8OyBQz86Wl/nWVlZWVXrkypv03APe4++vN7FrgYnd/eVbmEuBm4EqSHekW4AmNwlSUO13tmtkXAA8Hng7cKwXLzBaBTwLfCNwGfAx4lrv/uZm9E/hv7n6Dmf0C8Mfu/uaN3O84TO8K1oAfyziY2c0b/aFsBWr/50f/W7GC5e4fNrNHxHNm9mjg50hZo08A3+fuf5GVuQw45O4fab6/nSRs3hfKGPBM4MmbHObMY7Ny5Xz5Tdf+d38Mm5UrVabsDGZdpkzDGGr/O9f/NsdgXQ18XfP5bcCHgJdnZb4ZuMnd7wEws5uAq8zsQ3TLnWK77n4ncKeZ/Z9ZH18B3Orun2naugG42sz+F0lm/YvQ1quB80vBqqiYJWzTOvB1wAvd/VNm9kTg51lPaB5MstAItzXnIr4GuMPdP7U9w6yoqNgObINcqTKlouI8xjZ7rT3I3W9v+rm9WWHK8WDgc+G75Euf3BnS7rg+nkjarvA+d18J53PZtmWoClZFxebx/rW0xN+HfWZ2c/h+nbtf11XYzA4CXwW8KxmLgXISsr4tioRnAb86ZnwVFRXThXFypcqUioqKSfB+d98UVzGz3wa+sFDvRweOoUu+DJE7Q7ETfYzFvCtYnZNN7b/2v1Vw96u2odkFCgHkjW/xLc3XG0lL2w8JRR4CfD6UXwK+HXjCNozxfMR58Zuu/fdiVuVKlSnTifPmN137393+t0KmuPtTuq6Z2R1mdlmzynQZcGeh2G207n6Q5MuHmvNdcmdIu3kfDy20dRdwkZktNatYI7Jtq9G3h+TMo8+aV/uv/U8z3P0o8Fdm9gxIMQ9m9mXuvuruj2+OH2uWzY+Z2ZOauIjnAO8JTT0F+At3v219LxWTYrd/U7X/3f+fnoYxbARVpkwnpuH3tNtjqP3v/m9gi3AjcE3z+RpG5YbwfuCbzOxiM7sY+CbSylqf3BnSbsTHgCvM7JFmtgx8F3CjJ//IDwLfMUFbG8bUZhGsqDifYGa/SrLqXArcAbwK+B2SNfkyUibpG0oZu8zsStrUpu8DfqgRJJjZ9cBH3f0Xtv0mKioqpgZVplRUVOwkzOwBwDuBhwGfBZ7h7vc08uSF7v78ptz3Av93U+117v7W5nxR7vS0+4WkjISHSDtmHAce6+5HzexpwE+T0rS/xd1f1/TxKNo07R8Hvtvd8x02tgbuPjdH88BuAj7V/L24p+wh0t6f/2En+wceD3wE+DPgE8B3bkG/VwF/CdwKXFu4vpe0h8CtwO8Dj9ji5z6u/38N/Hlzvx8gpRTdsf5Due8g+dteuZu/03rMzlFlSpUpVabUYyuP3ZYpQ8ew1XJlt2XKwDFUuVKPLTvmzUXwWuAD7n4F6Z/j2p6yrwV+dxf6PwE8x92/hPTP9tNmdtFGO2z8538OeCrwWOBZZvbYrNjzSHsE/APgjcBPbLS/Dfb/cZKgeBzwbuANO9w/ZnYh8BKS4K6oGIoqU6pMqTKlYiux2zJl6Bi2TK7stkyZYAxVrlRsGeZNwbqalNee5u/TS4Us7Rb9IOB/7HT/7v5Jb1LbuvvnScF6m9lH41y+f0+7Ud/QjKNrXO8GvsFCGqlNYmz/7v5Bdz/RfP0oo4GM295/g9eShOWpLey7Yv5RZUqVKVWmVGwldlumDBrDFsuV3ZYpg8ZQ5UrFVmLeFKyRXPnAulz5ZrYA/BTwst3oPxvLVwDLwKc30WfXngLFMp4ypxwh7QewFRjSf8TzCBtW7kT/ZvaPgIe6+29sYb8V5weqTKkypcqUiq3EbsuUQWPIxrNZubLbMmXoGCKqXKnYFGYuTfsW5OB/EfBed//cRowjW9C/2rkM+CXgGnffzNbaQ/L6b2fu/8Ftm9l3A1cCX7tFfY/tv5mo3gg8dwv7rJgjVJmyvqnCuSpT2j6rTKnoxW7LlC0ag9rZCrmy2zJlovarXKnYCsycguWbz8H/lcDXmNmLgIPAspkdd/c+P+it7B/73+3dIUtDURiH8eeAwaKCyapg0qBgt5gMywaD3WLXZNQvYPATaBvYHCyKSavBZPYLGK7hHmHM6b1j73ZAnx+8MMbB99wN/vPgfG9Ki8AdcFZV1UObvr/4ad7/qDVv+R4mS8D7hH3H6U9KaY862Her2IktTf0XgE2gnz+oVoBuSqlTVdXgzfT0T5kp35gpZoomUDpTgvYQmSulM6XtHswVxZnmBI1ZF3BJnsxC/U+bFw3rj4id+NXYn/rP7D3gJKjnHPAKrOaf/QxsDK05Bq7y4wPgJvCa2/Tfpv5qwfoU3vPG/kPr+ziZx2pZZoqZYqZYkVU6U9ruITJXSmfKGHswV6y497z0BkIvpv6+bo969GgPWM7P7wDXI9ZH/zLU2B84BD6Ap4HamrDvPvCSg+E0P3cOdPLjeeCWejToI7AW/Lo39b+nvg/L1/V2Z9l/aK2hZbUuM8VMMVOsyCqdKW33EJ0rpTOl5R7MFSusvNGwJEmSJAX5a1MEJUmSJKkYD1iSJEmSFMQDliRJkiQF8YAlSZIkSUE8YEmSJElSEA9YkiRJkhTEA5YkSZIkBfGAJUmSJElBPgE8f8oXI1XweQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x216 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 3))\n",
    "plt.subplot(131)\n",
    "poppy.display_psf(psf_thinlens, title='After ThinLens optic')\n",
    "plt.subplot(132)\n",
    "poppy.display_psf(psf_zernikewfe, title='After equivalent ZernikeWFE')\n",
    "plt.subplot(133)\n",
    "poppy.display_psf_difference(psf_thinlens, psf_zernikewfe, title='PSF difference')\n",
    "plt.tight_layout()\n",
    "plt.savefig('./zernikewfe_understanding_normalization.png', dpi=150)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ParameterizedWFE: comparing `zernike_basis` and `hexike_basis`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from poppy import zernike"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "osys = poppy.OpticalSystem()\n",
    "circular_aperture = poppy.CircularAperture(radius=RADIUS)\n",
    "osys.add_pupil(circular_aperture)\n",
    "thinlens = poppy.ParameterizedWFE(radius=RADIUS,\n",
    "   coefficients=[0, 0, 0, NWAVES * WAVELENGTH / (2 * np.sqrt(3))],\n",
    "   basis_factory=zernike.zernike_basis   # here's where we specify the basis set\n",
    ")\n",
    "osys.add_pupil(thinlens)\n",
    "osys.add_detector(pixelscale=PIXSCALE, fov_arcsec=FOV)\n",
    "\n",
    "psf_with_zernikewfe = osys.calc_psf(wavelength=WAVELENGTH, display_intermediates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "osys = poppy.OpticalSystem()\n",
    "hex_aperture = poppy.HexagonAperture(side=RADIUS)  # modified to use hexagonal aperture\n",
    "osys.add_pupil(hex_aperture)\n",
    "thinlens = poppy.ParameterizedWFE(radius=RADIUS,\n",
    "   coefficients=[0, 0, 0, NWAVES * WAVELENGTH / (2 * np.sqrt(3))],\n",
    "   basis_factory=zernike.hexike_basis   # now using the 'hexike' basis\n",
    ")\n",
    "osys.add_pupil(thinlens)\n",
    "osys.add_detector(pixelscale=PIXSCALE, fov_arcsec=FOV)\n",
    "\n",
    "psf_with_hexikewfe = osys.calc_psf(wavelength=WAVELENGTH, display_intermediates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,4))\n",
    "poppy.display_psf(psf_with_hexikewfe, title='')\n",
    "plt.xlabel('arcsec')\n",
    "plt.savefig('./parameterizedwfe_defocused_hexike.png', dpi=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
